feat(taste): mood taste facet — #1534

Milestone #160 Opt 2b (mood half of the era+mood option). A fourth taste
facet alongside artists + genre tags + eras: signed weights over canonical
mood buckets (melancholic / energetic / chill / …) derived from a track's
enriched folksonomy tags (#1490).

- internal/mood: shared vocabulary — Of(tags) maps folksonomy tags to
  canonical mood buckets (synonyms collapse). Imported by both the taste
  builder and the scorer so a track's mood is derived identically.
- Migration 0047: taste_profile_moods table + taste_tuning.mood_scale
  (DEFAULT 0.5).
- Build side (internal/taste): Config.MoodScale ([0,1] damper, mirrors
  EraScale); accumulate folds each play/like's mood buckets at
  base*MoodScale; persist atomic-replaces the mood rows.
- Scorer (internal/recommendation): TasteProfile gains a mood term
  (own tanh scale + additive 0.12 share, so it never weakens the existing
  signal when a track has no mood tags). Match now takes the candidate's
  mood buckets; loaded per candidate (ListTrackTagsForTracks → mood.Of) in
  the primary similarity loader only — the near-whole-library fallback
  pool passes nil (mood → 0) to avoid a full-library tag scan.
- Tuning lab: mood_scale threaded through recsettings + admin API + web
  card ("Mood weight" row) + Go/web tests.

Coverage is partial (grows with tag enrichment; richer once Last.fm is
keyed), so mood is a supplement — neutral for tracks with no mood tags.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

internal/api/admin_recommendation_tuning.go

@@ -52,6 +52,7 @@ type tasteTuningResp struct {
 	EngagementFull     float64 `json:"engagement_full"`
 	EnrichedTagScale   float64 `json:"enriched_tag_scale"`
 	EraScale           float64 `json:"era_scale"`
+	MoodScale          float64 `json:"mood_scale"`
 }
 
 func tasteRespFrom(t recsettings.TasteTuning) tasteTuningResp {
@@ -62,6 +63,7 @@ func tasteRespFrom(t recsettings.TasteTuning) tasteTuningResp {
 		EngagementFull:     t.EngagementFull,
 		EnrichedTagScale:   t.EnrichedTagScale,
 		EraScale:           t.EraScale,
+		MoodScale:          t.MoodScale,
 	}
 }
 

internal/db/dbq/models.go

@@ -562,6 +562,13 @@ type TasteProfileEra struct {
 	UpdatedAt pgtype.Timestamptz
 }
 
+type TasteProfileMood struct {
+	UserID    pgtype.UUID
+	Mood      string
+	Weight    float64
+	UpdatedAt pgtype.Timestamptz
+}
+
 type TasteProfileTag struct {
 	UserID    pgtype.UUID
 	Tag       string
@@ -578,6 +585,7 @@ type TasteTuning struct {
 	UpdatedAt          pgtype.Timestamptz
 	EnrichedTagScale   float64
 	EraScale           float64
+	MoodScale          float64
 }
 
 type Track struct {

internal/db/dbq/recommendation_tuning.sql.go

@@ -10,7 +10,7 @@ import (
 )
 
 const getTasteTuning = `-- name: GetTasteTuning :one
-SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale FROM taste_tuning WHERE singleton = true
+SELECT singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale, mood_scale FROM taste_tuning WHERE singleton = true
 `
 
 func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
@@ -25,6 +25,7 @@ func (q *Queries) GetTasteTuning(ctx context.Context) (TasteTuning, error) {
 		&i.UpdatedAt,
 		&i.EnrichedTagScale,
 		&i.EraScale,
+		&i.MoodScale,
 	)
 	return i, err
 }
@@ -125,9 +126,10 @@ UPDATE taste_tuning
        engagement_full      = $4,
        enriched_tag_scale   = $5,
        era_scale            = $6,
+       mood_scale           = $7,
        updated_at           = now()
  WHERE singleton = true
-RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale
+RETURNING singleton, half_life_days, engagement_hard_skip, engagement_neutral, engagement_full, updated_at, enriched_tag_scale, era_scale, mood_scale
 `
 
 type UpdateTasteTuningParams struct {
@@ -137,6 +139,7 @@ type UpdateTasteTuningParams struct {
 	EngagementFull     float64
 	EnrichedTagScale   float64
 	EraScale           float64
+	MoodScale          float64
 }
 
 func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningParams) (TasteTuning, error) {
@@ -147,6 +150,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
 		arg.EngagementFull,
 		arg.EnrichedTagScale,
 		arg.EraScale,
+		arg.MoodScale,
 	)
 	var i TasteTuning
 	err := row.Scan(
@@ -158,6 +162,7 @@ func (q *Queries) UpdateTasteTuning(ctx context.Context, arg UpdateTasteTuningPa
 		&i.UpdatedAt,
 		&i.EnrichedTagScale,
 		&i.EraScale,
+		&i.MoodScale,
 	)
 	return i, err
 }
@@ -224,8 +229,9 @@ func (q *Queries) UpdateWeightProfile(ctx context.Context, arg UpdateWeightProfi
 const upsertTasteTuningDefaults = `-- name: UpsertTasteTuningDefaults :exec
 INSERT INTO taste_tuning (
     singleton, half_life_days, engagement_hard_skip,
-    engagement_neutral, engagement_full, enriched_tag_scale, era_scale
-) VALUES (true, $1, $2, $3, $4, $5, $6)
+    engagement_neutral, engagement_full, enriched_tag_scale, era_scale,
+    mood_scale
+) VALUES (true, $1, $2, $3, $4, $5, $6, $7)
 ON CONFLICT (singleton) DO NOTHING
 `
 
@@ -236,6 +242,7 @@ type UpsertTasteTuningDefaultsParams struct {
 	EngagementFull     float64
 	EnrichedTagScale   float64
 	EraScale           float64
+	MoodScale          float64
 }
 
 func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTasteTuningDefaultsParams) error {
@@ -246,6 +253,7 @@ func (q *Queries) UpsertTasteTuningDefaults(ctx context.Context, arg UpsertTaste
 		arg.EngagementFull,
 		arg.EnrichedTagScale,
 		arg.EraScale,
+		arg.MoodScale,
 	)
 	return err
 }

internal/db/dbq/taste_profile.sql.go

@@ -29,6 +29,15 @@ func (q *Queries) DeleteTasteProfileErasForUser(ctx context.Context, userID pgty
 	return err
 }
 
+const deleteTasteProfileMoodsForUser = `-- name: DeleteTasteProfileMoodsForUser :exec
+DELETE FROM taste_profile_moods WHERE user_id = $1
+`
+
+func (q *Queries) DeleteTasteProfileMoodsForUser(ctx context.Context, userID pgtype.UUID) error {
+	_, err := q.db.Exec(ctx, deleteTasteProfileMoodsForUser, userID)
+	return err
+}
+
 const deleteTasteProfileTagsForUser = `-- name: DeleteTasteProfileTagsForUser :exec
 DELETE FROM taste_profile_tags WHERE user_id = $1
 `
@@ -70,6 +79,22 @@ func (q *Queries) InsertTasteProfileEra(ctx context.Context, arg InsertTasteProf
 	return err
 }
 
+const insertTasteProfileMood = `-- name: InsertTasteProfileMood :exec
+INSERT INTO taste_profile_moods (user_id, mood, weight)
+VALUES ($1, $2, $3)
+`
+
+type InsertTasteProfileMoodParams struct {
+	UserID pgtype.UUID
+	Mood   string
+	Weight float64
+}
+
+func (q *Queries) InsertTasteProfileMood(ctx context.Context, arg InsertTasteProfileMoodParams) error {
+	_, err := q.db.Exec(ctx, insertTasteProfileMood, arg.UserID, arg.Mood, arg.Weight)
+	return err
+}
+
 const insertTasteProfileTag = `-- name: InsertTasteProfileTag :exec
 INSERT INTO taste_profile_tags (user_id, tag, weight)
 VALUES ($1, $2, $3)
@@ -304,6 +329,45 @@ func (q *Queries) ListTasteProfileErasForUser(ctx context.Context, arg ListTaste
 	return items, nil
 }
 
+const listTasteProfileMoodsForUser = `-- name: ListTasteProfileMoodsForUser :many
+SELECT mood, weight
+FROM taste_profile_moods
+WHERE user_id = $1
+ORDER BY weight DESC
+LIMIT $2
+`
+
+type ListTasteProfileMoodsForUserParams struct {
+	UserID pgtype.UUID
+	Limit  int32
+}
+
+type ListTasteProfileMoodsForUserRow struct {
+	Mood   string
+	Weight float64
+}
+
+// Top-weighted taste moods (#1534); consumed by the scorer's mood term.
+func (q *Queries) ListTasteProfileMoodsForUser(ctx context.Context, arg ListTasteProfileMoodsForUserParams) ([]ListTasteProfileMoodsForUserRow, error) {
+	rows, err := q.db.Query(ctx, listTasteProfileMoodsForUser, arg.UserID, arg.Limit)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	var items []ListTasteProfileMoodsForUserRow
+	for rows.Next() {
+		var i ListTasteProfileMoodsForUserRow
+		if err := rows.Scan(&i.Mood, &i.Weight); err != nil {
+			return nil, err
+		}
+		items = append(items, i)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+	return items, nil
+}
+
 const listTasteProfileTagsForUser = `-- name: ListTasteProfileTagsForUser :many
 SELECT tag, weight
 FROM taste_profile_tags

internal/db/dbq/track_tags.sql.go

@@ -110,6 +110,40 @@ func (q *Queries) ListPlayedTrackTagsForUser(ctx context.Context, arg ListPlayed
 	return items, nil
 }
 
+const listTrackTagsForTracks = `-- name: ListTrackTagsForTracks :many
+SELECT tt.track_id, tt.tag
+  FROM track_tags tt
+ WHERE tt.track_id = ANY($1::uuid[])
+`
+
+type ListTrackTagsForTracksRow struct {
+	TrackID pgtype.UUID
+	Tag     string
+}
+
+// Enriched tags for a set of candidate tracks (#1534), so the scorer can
+// derive each candidate's mood buckets at scoring time. One row per (track,
+// tag); the caller filters to mood words via the internal/mood vocabulary.
+func (q *Queries) ListTrackTagsForTracks(ctx context.Context, dollar_1 []pgtype.UUID) ([]ListTrackTagsForTracksRow, error) {
+	rows, err := q.db.Query(ctx, listTrackTagsForTracks, dollar_1)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	var items []ListTrackTagsForTracksRow
+	for rows.Next() {
+		var i ListTrackTagsForTracksRow
+		if err := rows.Scan(&i.TrackID, &i.Tag); err != nil {
+			return nil, err
+		}
+		items = append(items, i)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+	return items, nil
+}
+
 const listTracksMissingTags = `-- name: ListTracksMissingTags :many
 
 SELECT t.id, t.mbid, t.title, a.name AS artist_name, a.mbid AS artist_mbid

internal/db/migrations/0047_taste_profile_moods.down.sql

@@ -0,0 +1,2 @@
+ALTER TABLE taste_tuning DROP COLUMN IF EXISTS mood_scale;
+DROP TABLE IF EXISTS taste_profile_moods;

internal/db/migrations/0047_taste_profile_moods.up.sql

@@ -0,0 +1,25 @@
+-- 0047_taste_profile_moods.up.sql — mood taste facet (#1534, milestone #160
+-- Opt 2b). A fourth taste facet alongside artists + tags + eras: signed weights
+-- over canonical mood buckets (melancholic / energetic / chill / …) derived
+-- from a track's enriched folksonomy tags (#1490) via the internal/mood
+-- vocabulary, rebuilt daily. Weight is a signed float — positive = drawn to
+-- that mood, negative = passively avoided. Coverage is partial (grows with tag
+-- enrichment), so it's a supplement, not a foundation. Mirrors
+-- taste_profile_tags: CASCADE on user delete, indexed by (user_id, weight DESC).
+CREATE TABLE taste_profile_moods (
+    user_id    uuid             NOT NULL REFERENCES users(id) ON DELETE CASCADE,
+    mood       text             NOT NULL,
+    weight     double precision NOT NULL,
+    updated_at timestamptz      NOT NULL DEFAULT now(),
+    PRIMARY KEY (user_id, mood)
+);
+
+CREATE INDEX taste_profile_moods_user_weight_idx
+    ON taste_profile_moods (user_id, weight DESC);
+
+-- Mood-facet build knob, tunable in the lab (mirrors era_scale / enriched_tag_
+-- scale): scales how strongly a mood-tagged play imprints on the profile.
+-- DEFAULT 0.5 backfills the existing singleton and matches
+-- taste.DefaultConfig().MoodScale; 0 disables the mood facet entirely.
+ALTER TABLE taste_tuning
+    ADD COLUMN mood_scale double precision NOT NULL DEFAULT 0.5;

internal/db/queries/recommendation_tuning.sql

@@ -32,8 +32,9 @@ RETURNING *;
 -- name: UpsertTasteTuningDefaults :exec
 INSERT INTO taste_tuning (
     singleton, half_life_days, engagement_hard_skip,
-    engagement_neutral, engagement_full, enriched_tag_scale, era_scale
-) VALUES (true, $1, $2, $3, $4, $5, $6)
+    engagement_neutral, engagement_full, enriched_tag_scale, era_scale,
+    mood_scale
+) VALUES (true, $1, $2, $3, $4, $5, $6, $7)
 ON CONFLICT (singleton) DO NOTHING;
 
 -- name: GetTasteTuning :one
@@ -47,6 +48,7 @@ UPDATE taste_tuning
        engagement_full      = $4,
        enriched_tag_scale   = $5,
        era_scale            = $6,
+       mood_scale           = $7,
        updated_at           = now()
  WHERE singleton = true
 RETURNING *;

internal/db/queries/taste_profile.sql

@@ -85,3 +85,18 @@ FROM taste_profile_eras
 WHERE user_id = $1
 ORDER BY weight DESC
 LIMIT $2;
+
+-- name: DeleteTasteProfileMoodsForUser :exec
+DELETE FROM taste_profile_moods WHERE user_id = $1;
+
+-- name: InsertTasteProfileMood :exec
+INSERT INTO taste_profile_moods (user_id, mood, weight)
+VALUES ($1, $2, $3);
+
+-- name: ListTasteProfileMoodsForUser :many
+-- Top-weighted taste moods (#1534); consumed by the scorer's mood term.
+SELECT mood, weight
+FROM taste_profile_moods
+WHERE user_id = $1
+ORDER BY weight DESC
+LIMIT $2;

internal/db/queries/track_tags.sql

@@ -56,3 +56,11 @@ SELECT tt.track_id, tt.tag, tt.weight
   FROM track_tags tt
   JOIN general_likes gl ON gl.track_id = tt.track_id
  WHERE gl.user_id = $1;
+
+-- name: ListTrackTagsForTracks :many
+-- Enriched tags for a set of candidate tracks (#1534), so the scorer can
+-- derive each candidate's mood buckets at scoring time. One row per (track,
+-- tag); the caller filters to mood words via the internal/mood vocabulary.
+SELECT tt.track_id, tt.tag
+  FROM track_tags tt
+ WHERE tt.track_id = ANY($1::uuid[]);

internal/mood/mood.go

@@ -0,0 +1,58 @@
+// Package mood maps folksonomy tags (from the track_tags cache, #1490) to a
+// small set of canonical mood buckets (#1534, milestone #160 Opt 2b). Both the
+// taste-profile builder and the recommendation scorer classify a track's tags
+// through Of() so a track's mood is derived the same way on both sides.
+//
+// The vocabulary is intentionally narrow: only words that clearly denote mood
+// (not genre). A track with no mood-word tags contributes nothing — the mood
+// facet is a supplement whose coverage grows with folksonomy enrichment
+// (thin on MusicBrainz-only, richer once Last.fm is keyed).
+package mood
+
+import "strings"
+
+// vocab maps a lowercased folksonomy tag to its canonical mood bucket. Several
+// synonyms collapse to one bucket so "sad" / "melancholy" / "melancholic" all
+// score the same dimension.
+var vocab = map[string]string{
+	// melancholic
+	"melancholic": "melancholic", "melancholy": "melancholic", "sad": "melancholic",
+	"sombre": "melancholic", "somber": "melancholic", "wistful": "melancholic",
+	"bittersweet": "melancholic", "mournful": "melancholic",
+	// energetic
+	"energetic": "energetic", "energy": "energetic", "upbeat": "energetic",
+	"uplifting": "energetic", "party": "energetic", "anthemic": "energetic",
+	// chill
+	"chill": "chill", "chillout": "chill", "chilled": "chill", "mellow": "chill",
+	"relaxing": "chill", "relaxed": "chill", "calm": "chill", "laid-back": "chill",
+	"laidback": "chill", "soothing": "chill",
+	// aggressive
+	"aggressive": "aggressive", "angry": "aggressive", "intense": "aggressive",
+	"heavy": "aggressive", "brutal": "aggressive",
+	// dark
+	"dark": "dark", "moody": "dark", "brooding": "dark", "haunting": "dark", "eerie": "dark",
+	// dreamy
+	"dreamy": "dreamy", "ethereal": "dreamy", "atmospheric": "dreamy",
+	"ambient": "dreamy", "hypnotic": "dreamy",
+	// happy
+	"happy": "happy", "cheerful": "happy", "feel good": "happy", "feel-good": "happy",
+	"feelgood": "happy", "joyful": "happy", "fun": "happy",
+	// romantic
+	"romantic": "romantic", "sensual": "romantic", "sexy": "romantic", "sentimental": "romantic",
+}
+
+// Of returns the distinct canonical mood buckets present in tags, lowercasing +
+// trimming each tag before lookup. Returns nil when no tag maps to a mood, so
+// callers get no mood signal for a track with only genre/descriptive tags.
+func Of(tags []string) []string {
+	var out []string
+	seen := make(map[string]bool)
+	for _, t := range tags {
+		key := strings.ToLower(strings.TrimSpace(t))
+		if m, ok := vocab[key]; ok && !seen[m] {
+			seen[m] = true
+			out = append(out, m)
+		}
+	}
+	return out
+}

internal/mood/mood_test.go

@@ -0,0 +1,43 @@
+package mood
+
+import (
+	"sort"
+	"testing"
+)
+
+func TestOf(t *testing.T) {
+	cases := []struct {
+		name string
+		in   []string
+		want []string
+	}{
+		{"synonyms collapse", []string{"sad", "melancholy", "melancholic"}, []string{"melancholic"}},
+		{"case + whitespace", []string{" CHILL ", "Mellow"}, []string{"chill"}},
+		{"multiple buckets", []string{"energetic", "dark"}, []string{"dark", "energetic"}},
+		{"genre-only → none", []string{"rock", "shoegaze", "post-punk"}, nil},
+		{"empty", nil, nil},
+	}
+	for _, c := range cases {
+		got := Of(c.in)
+		sort.Strings(got)
+		want := append([]string(nil), c.want...)
+		sort.Strings(want)
+		if len(got) != len(want) {
+			t.Errorf("%s: Of(%v) = %v, want %v", c.name, c.in, got, want)
+			continue
+		}
+		for i := range got {
+			if got[i] != want[i] {
+				t.Errorf("%s: Of(%v) = %v, want %v", c.name, c.in, got, want)
+				break
+			}
+		}
+	}
+}
+
+func TestOf_Dedupes(t *testing.T) {
+	// Three tags mapping to the same bucket yield one entry.
+	if got := Of([]string{"chill", "mellow", "relaxed"}); len(got) != 1 || got[0] != "chill" {
+		t.Errorf("Of dedupe = %v, want [chill]", got)
+	}
+}

internal/recommendation/candidates.go

@@ -8,6 +8,7 @@ import (
 	"github.com/jackc/pgx/v5/pgtype"
 
 	"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
+	"git.fabledsword.com/bvandeusen/minstrel/internal/mood"
 )
 
 // LoadCandidates fetches the candidate pool for radio scoring. Combines
@@ -62,7 +63,10 @@ func LoadCandidates(
 				PlayCount:            int(r.PlayCount),
 				SkipCount:            int(r.SkipCount),
 				ContextualMatchScore: ctxScore,
-				TasteMatchScore:      profile.Match(r.Track.ArtistID, r.Track.Genre, r.ReleaseDate),
+				// Fallback path: mood is scored only in the primary
+				// (similarity) loader — loading per-candidate tags over this
+				// near-whole-library pool isn't worth it (nil moods → 0).
+				TasteMatchScore:      profile.Match(r.Track.ArtistID, r.Track.Genre, r.ReleaseDate, nil),
 				ContextAffinityScore: affinity.Affinity(r.Track.ArtistID),
 			},
 		})
@@ -151,6 +155,15 @@ func LoadCandidatesFromSimilarity(
 		return nil, err
 	}
 
+	trackIDs := make([]pgtype.UUID, 0, len(rows))
+	for _, r := range rows {
+		trackIDs = append(trackIDs, r.Track.ID)
+	}
+	moods, err := loadCandidateMoods(ctx, q, trackIDs)
+	if err != nil {
+		return nil, err
+	}
+
 	out := make([]Candidate, 0, len(rows))
 	for _, r := range rows {
 		var lpt *time.Time
@@ -175,7 +188,8 @@ func LoadCandidatesFromSimilarity(
 				SkipCount:            int(r.SkipCount),
 				ContextualMatchScore: ctxScore,
 				SimilarityScore:      simScore,
-				TasteMatchScore:      profile.Match(r.Track.ArtistID, r.Track.Genre, r.ReleaseDate),
+				TasteMatchScore: profile.Match(
+					r.Track.ArtistID, r.Track.Genre, r.ReleaseDate, moods[r.Track.ID]),
 				ContextAffinityScore: affinity.Affinity(r.Track.ArtistID),
 			},
 		})
@@ -183,6 +197,33 @@ func LoadCandidatesFromSimilarity(
 	return out, nil
 }
 
+// loadCandidateMoods fetches the enriched tags for the given candidate tracks
+// and reduces each to its canonical mood buckets (internal/mood, #1534), so the
+// scorer can apply the mood facet per candidate. Tracks with no mood-word tags
+// are absent from the map (→ no mood signal). Empty input short-circuits.
+func loadCandidateMoods(
+	ctx context.Context, q *dbq.Queries, trackIDs []pgtype.UUID,
+) (map[pgtype.UUID][]string, error) {
+	if len(trackIDs) == 0 {
+		return map[pgtype.UUID][]string{}, nil
+	}
+	rows, err := q.ListTrackTagsForTracks(ctx, trackIDs)
+	if err != nil {
+		return nil, err
+	}
+	tagsByTrack := make(map[pgtype.UUID][]string)
+	for _, r := range rows {
+		tagsByTrack[r.TrackID] = append(tagsByTrack[r.TrackID], r.Tag)
+	}
+	out := make(map[pgtype.UUID][]string, len(tagsByTrack))
+	for id, tags := range tagsByTrack {
+		if m := mood.Of(tags); len(m) > 0 {
+			out[id] = m
+		}
+	}
+	return out, nil
+}
+
 // loadContextualLikesByTrack fetches the user's active contextual_likes in
 // one query and groups them by track_id. Rows whose session_vector fails
 // to unmarshal are skipped with no error (don't poison scoring over one

internal/recommendation/taste.go

@@ -16,29 +16,32 @@ import (
 // rest toward zero (as a per-user max-normalisation would). A weight at the
 // scale value maps to tanh(1) ≈ 0.76 — "clearly a preference."
 //
-// The era term (#1530) is added on TOP of artist+tag (shares don't sum to 1)
-// so it's a pure decade nudge that never weakens the existing artist/tag
-// signal when a track is undated; clampUnit bounds the combined result. Its
-// share is small — a decade is a coarse signal — and re-bakeable if the lab
-// shows it should carry more.
+// The era (#1530) and mood (#1534) terms are added on TOP of artist+tag
+// (shares don't sum to 1) so they're pure nudges that never weaken the existing
+// artist/tag signal when a track lacks a date or mood tags; clampUnit bounds
+// the combined result. Their shares are small — both are coarse, partial-
+// coverage signals — and re-bakeable if the lab shows they should carry more.
 const (
 	tasteArtistScale  = 4.0
 	tasteTagScale     = 3.0
 	tasteEraScale     = 4.0
+	tasteMoodScale    = 3.0
 	tasteArtistShare  = 0.7
 	tasteTagShare     = 0.3
 	tasteEraShare     = 0.15
+	tasteMoodShare    = 0.12
 	tasteProfileLimit = 2000 // read cap; profiles are size-capped on write
 )
 
-// TasteProfile is the read-side view of a user's learned taste: signed
-// weights over artists, genre tags, and decade/era buckets. The zero value
-// (and any unknown artist/tag/era) contributes 0, so cold-start users get no
-// taste effect.
+// TasteProfile is the read-side view of a user's learned taste: signed weights
+// over artists, genre tags, decade/era buckets, and mood buckets. The zero
+// value (and any unknown key) contributes 0, so cold-start users get no taste
+// effect.
 type TasteProfile struct {
 	artists map[pgtype.UUID]float64
 	tags    map[string]float64
 	eras    map[string]float64
+	moods   map[string]float64
 }
 
 // LoadTasteProfile reads the user's taste profile from the taste_profile_*
@@ -63,10 +66,17 @@ func LoadTasteProfile(ctx context.Context, q *dbq.Queries, userID pgtype.UUID) (
 	if err != nil {
 		return TasteProfile{}, err
 	}
+	moods, err := q.ListTasteProfileMoodsForUser(ctx, dbq.ListTasteProfileMoodsForUserParams{
+		UserID: userID, Limit: tasteProfileLimit,
+	})
+	if err != nil {
+		return TasteProfile{}, err
+	}
 	p := TasteProfile{
 		artists: make(map[pgtype.UUID]float64, len(arts)),
 		tags:    make(map[string]float64, len(tags)),
 		eras:    make(map[string]float64, len(eras)),
+		moods:   make(map[string]float64, len(moods)),
 	}
 	for _, a := range arts {
 		p.artists[a.ArtistID] = a.Weight
@@ -77,13 +87,20 @@ func LoadTasteProfile(ctx context.Context, q *dbq.Queries, userID pgtype.UUID) (
 	for _, e := range eras {
 		p.eras[e.Era] = e.Weight
 	}
+	for _, m := range moods {
+		p.moods[m.Mood] = m.Weight
+	}
 	return p, nil
 }
 
 // Match scores a candidate track's fit to the profile in [-1, +1]: a blend of
-// the artist's taste weight, the average of its genre tags' weights, and its
-// decade/era weight, each tanh-squashed. Absent artist/tags/era contribute 0.
-func (p TasteProfile) Match(artistID pgtype.UUID, genre *string, releaseDate pgtype.Date) float64 {
+// the artist's taste weight, the average of its genre tags' weights, its
+// decade/era weight, and the average of its mood buckets' weights, each
+// tanh-squashed. moods are the candidate's canonical mood buckets (from
+// internal/mood; nil when unknown). Absent artist/tags/era/moods contribute 0.
+func (p TasteProfile) Match(
+	artistID pgtype.UUID, genre *string, releaseDate pgtype.Date, moods []string,
+) float64 {
 	a := math.Tanh(p.artists[artistID] / tasteArtistScale)
 
 	var tg float64
@@ -102,7 +119,16 @@ func (p TasteProfile) Match(artistID pgtype.UUID, genre *string, releaseDate pgt
 	if decade := decadeOf(releaseDate); decade != "" {
 		er = math.Tanh(p.eras[decade] / tasteEraScale)
 	}
-	return clampUnit(tasteArtistShare*a + tasteTagShare*tg + tasteEraShare*er)
+
+	var mo float64
+	if len(moods) > 0 {
+		var sum float64
+		for _, m := range moods {
+			sum += p.moods[m]
+		}
+		mo = math.Tanh((sum / float64(len(moods))) / tasteMoodScale)
+	}
+	return clampUnit(tasteArtistShare*a + tasteTagShare*tg + tasteEraShare*er + tasteMoodShare*mo)
 }
 
 // decadeOf maps an album release date to a decade bucket ("1990s"), or "" for

internal/recommendation/taste_test.go

@@ -34,23 +34,23 @@ func TestTasteProfile_Match(t *testing.T) {
 		tags:    map[string]float64{"Jazz": 6.0, "Noise": -6.0},
 	}
 
-	if m := p.Match(loved, strPtr("Jazz"), noDate()); m <= 0.5 {
+	if m := p.Match(loved, strPtr("Jazz"), noDate(), nil); m <= 0.5 {
 		t.Errorf("loved artist + loved tag = %.3f, want strongly positive", m)
 	}
-	if m := p.Match(disliked, strPtr("Noise"), noDate()); m >= -0.5 {
+	if m := p.Match(disliked, strPtr("Noise"), noDate(), nil); m >= -0.5 {
 		t.Errorf("disliked artist + disliked tag = %.3f, want strongly negative", m)
 	}
-	if m := p.Match(unknown, nil, noDate()); m != 0 {
+	if m := p.Match(unknown, nil, noDate(), nil); m != 0 {
 		t.Errorf("unknown artist, no genre = %.3f, want 0", m)
 	}
 	// Artist dominates (0.7 share): loved artist with an unknown tag is still
 	// clearly positive.
-	if m := p.Match(loved, strPtr("Unheard"), noDate()); m <= 0 {
+	if m := p.Match(loved, strPtr("Unheard"), noDate(), nil); m <= 0 {
 		t.Errorf("loved artist + unknown tag = %.3f, want positive", m)
 	}
 	// Output stays within [-1, 1] even with saturated inputs.
 	for _, a := range []pgtype.UUID{loved, disliked, unknown} {
-		m := p.Match(a, strPtr("Jazz"), dateInYear(1994))
+		m := p.Match(a, strPtr("Jazz"), dateInYear(1994), nil)
 		if m < -1 || m > 1 {
 			t.Errorf("Match out of [-1,1]: %.3f", m)
 		}
@@ -67,22 +67,43 @@ func TestTasteProfile_EraTerm(t *testing.T) {
 		tags:    map[string]float64{},
 		eras:    map[string]float64{"1990s": 8.0, "1980s": -8.0},
 	}
-	loved := p.Match(art, nil, dateInYear(1994))
+	loved := p.Match(art, nil, dateInYear(1994), nil)
 	if loved <= 0 {
 		t.Errorf("loved era (1990s) = %.3f, want positive", loved)
 	}
-	disliked := p.Match(art, nil, dateInYear(1987))
+	disliked := p.Match(art, nil, dateInYear(1987), nil)
 	if disliked >= 0 {
 		t.Errorf("disliked era (1980s) = %.3f, want negative", disliked)
 	}
-	if m := p.Match(art, nil, noDate()); m != 0 {
+	if m := p.Match(art, nil, noDate(), nil); m != 0 {
 		t.Errorf("undated track = %.3f, want 0 (no era contribution)", m)
 	}
 }
 
+// TestTasteProfile_MoodTerm verifies the mood facet nudges the match: with
+// artist/genre/era neutral, a loved mood lifts the score and a disliked mood
+// lowers it, while a track with no mood buckets is unaffected.
+func TestTasteProfile_MoodTerm(t *testing.T) {
+	art := uuidN(1)
+	p := TasteProfile{
+		artists: map[pgtype.UUID]float64{},
+		tags:    map[string]float64{},
+		moods:   map[string]float64{"chill": 8.0, "aggressive": -8.0},
+	}
+	if m := p.Match(art, nil, noDate(), []string{"chill"}); m <= 0 {
+		t.Errorf("loved mood (chill) = %.3f, want positive", m)
+	}
+	if m := p.Match(art, nil, noDate(), []string{"aggressive"}); m >= 0 {
+		t.Errorf("disliked mood (aggressive) = %.3f, want negative", m)
+	}
+	if m := p.Match(art, nil, noDate(), nil); m != 0 {
+		t.Errorf("no moods = %.3f, want 0 (no mood contribution)", m)
+	}
+}
+
 func TestTasteProfile_EmptyIsNeutral(t *testing.T) {
 	var p TasteProfile // zero value: nil maps
-	if m := p.Match(uuidN(1), strPtr("Jazz"), dateInYear(1994)); m != 0 {
+	if m := p.Match(uuidN(1), strPtr("Jazz"), dateInYear(1994), nil); m != 0 {
 		t.Errorf("empty profile Match = %.3f, want 0 (cold start neutral)", m)
 	}
 }
@@ -131,10 +152,10 @@ func TestLoadTasteProfile_RoundTrip(t *testing.T) {
 	if err != nil {
 		t.Fatalf("load: %v", err)
 	}
-	if m := p.Match(art.ID, strPtr("Jazz"), noDate()); m <= 0.5 {
+	if m := p.Match(art.ID, strPtr("Jazz"), noDate(), nil); m <= 0.5 {
 		t.Errorf("round-trip Match = %.3f, want strongly positive", m)
 	}
-	if m := p.Match(uuidN(9), nil, noDate()); m != 0 {
+	if m := p.Match(uuidN(9), nil, noDate(), nil); m != 0 {
 		t.Errorf("absent artist Match = %.3f, want 0", m)
 	}
 }

internal/recsettings/patch.go

@@ -137,6 +137,8 @@ func applyTastePatch(current TasteTuning, patch map[string]float64) (TasteTuning
 			target = &next.EnrichedTagScale
 		case "era_scale":
 			target = &next.EraScale
+		case "mood_scale":
+			target = &next.MoodScale
 		default:
 			return current, nil, fmt.Errorf("%w: %q", ErrUnknownField, field)
 		}
@@ -184,5 +186,6 @@ func diffTaste(a, b TasteTuning) []fieldChange {
 	add("engagement_full", a.EngagementFull, b.EngagementFull)
 	add("enriched_tag_scale", a.EnrichedTagScale, b.EnrichedTagScale)
 	add("era_scale", a.EraScale, b.EraScale)
+	add("mood_scale", a.MoodScale, b.MoodScale)
 	return out
 }

internal/recsettings/service.go

@@ -48,6 +48,7 @@ type TasteTuning struct {
 	EngagementFull     float64
 	EnrichedTagScale   float64
 	EraScale           float64
+	MoodScale          float64
 }
 
 // ShippedRadioWeights are the shipped radio-profile defaults (moved
@@ -96,6 +97,7 @@ func ShippedTasteTuning() TasteTuning {
 		EngagementFull:     d.Engagement.FullCompletion,
 		EnrichedTagScale:   d.EnrichedTagScale,
 		EraScale:           d.EraScale,
+		MoodScale:          d.MoodScale,
 	}
 }
 
@@ -145,6 +147,7 @@ func (s *Service) reconcile(ctx context.Context) error {
 		EngagementFull:     st.EngagementFull,
 		EnrichedTagScale:   st.EnrichedTagScale,
 		EraScale:           st.EraScale,
+		MoodScale:          st.MoodScale,
 	}); err != nil {
 		return fmt.Errorf("seed taste tuning: %w", err)
 	}
@@ -170,6 +173,7 @@ func (s *Service) reconcile(ctx context.Context) error {
 		EngagementFull:     tt.EngagementFull,
 		EnrichedTagScale:   tt.EnrichedTagScale,
 		EraScale:           tt.EraScale,
+		MoodScale:          tt.MoodScale,
 	}
 	s.mu.Unlock()
 
@@ -221,6 +225,7 @@ func (s *Service) TasteConfig() taste.Config {
 	}
 	cfg.EnrichedTagScale = t.EnrichedTagScale
 	cfg.EraScale = t.EraScale
+	cfg.MoodScale = t.MoodScale
 	return cfg
 }
 
@@ -319,6 +324,7 @@ func (s *Service) persistTaste(
 		EngagementFull:     t.EngagementFull,
 		EnrichedTagScale:   t.EnrichedTagScale,
 		EraScale:           t.EraScale,
+		MoodScale:          t.MoodScale,
 	}); err != nil {
 		return fmt.Errorf("update taste tuning: %w", err)
 	}

internal/recsettings/service_test.go

@@ -224,6 +224,25 @@ func TestUpdateTaste_EraScale(t *testing.T) {
 	}
 }
 
+func TestUpdateTaste_MoodScale(t *testing.T) {
+	pool := newPool(t)
+	s := newService(t, pool)
+	if err := s.UpdateTaste(context.Background(),
+		map[string]float64{"mood_scale": 0.8}); err != nil {
+		t.Fatalf("UpdateTaste: %v", err)
+	}
+	if got := s.Taste().MoodScale; got != 0.8 {
+		t.Errorf("Taste().MoodScale = %v, want 0.8", got)
+	}
+	if got := s.TasteConfig().MoodScale; got != 0.8 {
+		t.Errorf("TasteConfig().MoodScale = %v, want 0.8", got)
+	}
+	if err := s.UpdateTaste(context.Background(),
+		map[string]float64{"mood_scale": 1.5}); !errors.Is(err, ErrOutOfRange) {
+		t.Errorf("err = %v, want ErrOutOfRange for 1.5", err)
+	}
+}
+
 func TestReset_RestoresShippedAndAudits(t *testing.T) {
 	pool := newPool(t)
 	s := newService(t, pool)

internal/taste/profile.go

@@ -16,6 +16,7 @@ import (
 	"github.com/jackc/pgx/v5/pgxpool"
 
 	"git.fabledsword.com/bvandeusen/minstrel/internal/db/dbq"
+	"git.fabledsword.com/bvandeusen/minstrel/internal/mood"
 )
 
 // Config holds the operator-tunable knobs. DefaultConfig supplies tuned
@@ -54,6 +55,13 @@ type Config struct {
 	// lab (mirrors EnrichedTagScale, #1520).
 	EraScale float64
 
+	// MoodScale weights the mood facet (#1534): each play adds base × this
+	// scale to the canonical mood buckets (melancholic / chill / …) derived
+	// from its enriched folksonomy tags via internal/mood. Coverage is partial
+	// (depends on tag enrichment), so it's a supplement kept ≤ 1; 0 disables
+	// the mood facet entirely. Tunable in the lab (mirrors EraScale).
+	MoodScale float64
+
 	// ArtistFloor / TagFloor clamp how negative a single entity's weight may
 	// go. Aggregation already protects an artist the user likes (one skip
 	// nets out against many good plays); the floor additionally bounds the
@@ -75,6 +83,8 @@ type Config struct {
 	MaxNegTags    int
 	MaxEras       int
 	MaxNegEras    int
+	MaxMoods      int
+	MaxNegMoods   int
 }
 
 // DefaultConfig returns the tuned starting configuration.
@@ -88,6 +98,7 @@ func DefaultConfig() Config {
 		TagLikeBonus:     0.5,
 		EnrichedTagScale: 0.5,
 		EraScale:         0.5,
+		MoodScale:        0.5,
 		ArtistFloor:      -3.0,
 		TagFloor:         -3.0,
 		WeightEpsilon:    0.05,
@@ -97,6 +108,8 @@ func DefaultConfig() Config {
 		MaxNegTags:       60,
 		MaxEras:          30,
 		MaxNegEras:       15,
+		MaxMoods:         20,
+		MaxNegMoods:      10,
 	}
 }
 
@@ -116,40 +129,42 @@ func BuildTasteProfile(
 ) error {
 	q := dbq.New(pool)
 
-	artistW, tagW, eraW, err := accumulate(ctx, q, userID, cfg)
+	artistW, tagW, eraW, moodW, err := accumulate(ctx, q, userID, cfg)
 	if err != nil {
 		return err
 	}
 	applyFloor(artistW, cfg.ArtistFloor)
 	applyFloor(tagW, cfg.TagFloor)
-	// Era shares the tag floor (both are text-keyed facets; a decade that's
-	// been heavily skipped shouldn't dominate as an extreme negative either).
+	// Era + mood share the tag floor (all text-keyed facets; a decade or mood
+	// that's been heavily skipped shouldn't dominate as an extreme negative).
 	applyFloor(eraW, cfg.TagFloor)
+	applyFloor(moodW, cfg.TagFloor)
 
 	strLess := func(a, b string) bool { return a < b }
 	artists := rankWeighted(artistW, cfg.WeightEpsilon, cfg.MaxArtists, cfg.MaxNegArtists, uuidLess)
 	tags := rankWeighted(tagW, cfg.WeightEpsilon, cfg.MaxTags, cfg.MaxNegTags, strLess)
 	eras := rankWeighted(eraW, cfg.WeightEpsilon, cfg.MaxEras, cfg.MaxNegEras, strLess)
+	moods := rankWeighted(moodW, cfg.WeightEpsilon, cfg.MaxMoods, cfg.MaxNegMoods, strLess)
 
-	if err := persist(ctx, pool, userID, artists, tags, eras); err != nil {
+	if err := persist(ctx, pool, userID, artists, tags, eras, moods); err != nil {
 		return err
 	}
 	logger.Debug("taste: profile rebuilt", "user_id", uuidString(userID),
-		"artists", len(artists), "tags", len(tags), "eras", len(eras))
+		"artists", len(artists), "tags", len(tags), "eras", len(eras), "moods", len(moods))
 	return nil
 }
 
-// accumulate sums decayed play engagement and like bonuses into artist/tag/era
-// weight maps.
+// accumulate sums decayed play engagement and like bonuses into
+// artist/tag/era/mood weight maps.
 func accumulate(
 	ctx context.Context, q *dbq.Queries, userID pgtype.UUID, cfg Config,
-) (map[pgtype.UUID]float64, map[string]float64, map[string]float64, error) {
+) (map[pgtype.UUID]float64, map[string]float64, map[string]float64, map[string]float64, error) {
 	plays, err := q.ListPlayEngagementInputsForUser(ctx, dbq.ListPlayEngagementInputsForUserParams{
 		UserID:  userID,
 		Column2: cfg.WindowDays,
 	})
 	if err != nil {
-		return nil, nil, nil, fmt.Errorf("taste: load play engagement: %w", err)
+		return nil, nil, nil, nil, fmt.Errorf("taste: load play engagement: %w", err)
 	}
 	// Enriched folksonomy tags keyed by track (#1490) — folded into the tag
 	// facet alongside raw ID3 genre so a coarse "Rock" gains the cached
@@ -160,13 +175,14 @@ func accumulate(
 		Column2: int32(cfg.WindowDays),
 	})
 	if err != nil {
-		return nil, nil, nil, fmt.Errorf("taste: load played track tags: %w", err)
+		return nil, nil, nil, nil, fmt.Errorf("taste: load played track tags: %w", err)
 	}
 	playedTags := groupTagsByTrack(playedTagRows)
 
 	artistW := make(map[pgtype.UUID]float64)
 	tagW := make(map[string]float64)
 	eraW := make(map[string]float64)
+	moodW := make(map[string]float64)
 	for _, p := range plays {
 		e := Engagement(p.Completion, cfg.Engagement) * decay(p.AgeDays, cfg.HalfLifeDays)
 		artistW[p.ArtistID] += e
@@ -175,15 +191,16 @@ func accumulate(
 		}
 		foldEnrichedTags(tagW, playedTags[p.TrackID], e, cfg.EnrichedTagScale)
 		foldEra(eraW, p.ReleaseDate, e, cfg.EraScale)
+		foldMoods(moodW, playedTags[p.TrackID], e, cfg.MoodScale)
 	}
 
 	likedTracks, err := q.ListLikedTrackTasteInputsForUser(ctx, userID)
 	if err != nil {
-		return nil, nil, nil, fmt.Errorf("taste: load liked tracks: %w", err)
+		return nil, nil, nil, nil, fmt.Errorf("taste: load liked tracks: %w", err)
 	}
 	likedTagRows, err := q.ListLikedTrackTagsForUser(ctx, userID)
 	if err != nil {
-		return nil, nil, nil, fmt.Errorf("taste: load liked track tags: %w", err)
+		return nil, nil, nil, nil, fmt.Errorf("taste: load liked track tags: %w", err)
 	}
 	likedTags := groupTagsByTrack(likedTagRows)
 	for _, lt := range likedTracks {
@@ -193,16 +210,17 @@ func accumulate(
 		}
 		foldEnrichedTags(tagW, likedTags[lt.TrackID], cfg.TagLikeBonus, cfg.EnrichedTagScale)
 		foldEra(eraW, lt.ReleaseDate, cfg.TagLikeBonus, cfg.EraScale)
+		foldMoods(moodW, likedTags[lt.TrackID], cfg.TagLikeBonus, cfg.MoodScale)
 	}
 
 	likedArtists, err := q.ListLikedArtistIDsForUser(ctx, userID)
 	if err != nil {
-		return nil, nil, nil, fmt.Errorf("taste: load liked artists: %w", err)
+		return nil, nil, nil, nil, fmt.Errorf("taste: load liked artists: %w", err)
 	}
 	for _, aid := range likedArtists {
 		artistW[aid] += cfg.ArtistLikeBonus
 	}
-	return artistW, tagW, eraW, nil
+	return artistW, tagW, eraW, moodW, nil
 }
 
 // groupTagsByTrack buckets flat (track, tag, weight) rows by track id so
@@ -241,6 +259,24 @@ func foldEra(eraW map[string]float64, d pgtype.Date, base, scale float64) {
 	}
 }
 
+// foldMoods adds a track's canonical mood buckets (derived from its enriched
+// folksonomy tags via internal/mood) to moodW weighted by base × scale. base is
+// the play's decayed engagement or the tag-like bonus; scale (MoodScale) dials
+// the facet's strength. scale=0 disables the mood facet; tracks with no
+// mood-word tags contribute nothing.
+func foldMoods(moodW map[string]float64, tags []dbq.TrackTag, base, scale float64) {
+	if scale == 0 {
+		return
+	}
+	names := make([]string, len(tags))
+	for i, t := range tags {
+		names[i] = t.Tag
+	}
+	for _, m := range mood.Of(names) {
+		moodW[m] += base * scale
+	}
+}
+
 // decadeOf maps an album release date to a decade bucket like "1990s", or ""
 // for an absent/invalid date. Mirrored by the recommendation scorer so a
 // candidate's era is derived the same way it was learned.
@@ -254,7 +290,7 @@ func decadeOf(d pgtype.Date) string {
 // persist atomic-replaces the user's profile rows inside one transaction.
 func persist(
 	ctx context.Context, pool *pgxpool.Pool, userID pgtype.UUID,
-	artists []weighted[pgtype.UUID], tags, eras []weighted[string],
+	artists []weighted[pgtype.UUID], tags, eras, moods []weighted[string],
 ) error {
 	tx, err := pool.Begin(ctx)
 	if err != nil {
@@ -293,6 +329,16 @@ func persist(
 			return fmt.Errorf("taste: insert era: %w", err)
 		}
 	}
+	if err := qtx.DeleteTasteProfileMoodsForUser(ctx, userID); err != nil {
+		return fmt.Errorf("taste: delete moods: %w", err)
+	}
+	for _, m := range moods {
+		if err := qtx.InsertTasteProfileMood(ctx, dbq.InsertTasteProfileMoodParams{
+			UserID: userID, Mood: m.Key, Weight: m.Weight,
+		}); err != nil {
+			return fmt.Errorf("taste: insert mood: %w", err)
+		}
+	}
 	if err := tx.Commit(ctx); err != nil {
 		return fmt.Errorf("taste: commit: %w", err)
 	}

web/src/lib/api/tuning.ts

@@ -23,6 +23,7 @@ export type TasteTuning = {
   engagement_full: number;
   enriched_tag_scale: number;
   era_scale: number;
+  mood_scale: number;
 };
 
 export type TuningScope = 'radio' | 'daily_mix' | 'taste';

web/src/routes/admin/tuning/+page.svelte

@@ -39,7 +39,8 @@
     { key: 'engagement_neutral',   label: 'Neutral point',    hint: 'Completion at which a play reads 0.' },
     { key: 'engagement_full',      label: 'Full point',       hint: 'Completion at/above which a play reads +1.' },
     { key: 'enriched_tag_scale',   label: 'Enriched tag weight', hint: 'How much folksonomy tags (MusicBrainz/Last.fm) count vs raw file genre, in [0, 1]. 0 = genre only.' },
-    { key: 'era_scale',            label: 'Era weight', hint: 'How strongly a decade-play imprints on the era facet, in [0, 1]. 0 = era ignored.' }
+    { key: 'era_scale',            label: 'Era weight', hint: 'How strongly a decade-play imprints on the era facet, in [0, 1]. 0 = era ignored.' },
+    { key: 'mood_scale',           label: 'Mood weight', hint: 'How strongly a mood-tagged play imprints on the mood facet (from folksonomy tags), in [0, 1]. 0 = mood ignored.' }
   ];
 
   const profileScopes: { scope: 'radio' | 'daily_mix'; label: string; blurb: string }[] = [

web/src/routes/admin/tuning/tuning.test.ts

@@ -39,6 +39,7 @@ const taste = (over: Partial<Record<string, number>> = {}) => ({
   engagement_full: 0.9,
   enriched_tag_scale: 0.5,
   era_scale: 0.5,
+  mood_scale: 0.5,
   ...over
 });