Humaneness intense bucket LoRAs

Standard vs manual prompts: matched LoRA / CFG comparison

The original grid used generic GENERAL/SCRIPT directions at CFG1. It did not systematically use target-specific manual winners. The new study freezes the actual rank-4 manual wording, preserves every literal word, seed, reference, adapter and frame budget, then independently varies CFG and adapter strength. The previous recordings and conclusions remain below.

Ranking:100% requested EARS emotion/style head, standardized using frozen training statistics; low-pole targets reverse the sign. Formal/casual contrasts average the desired head and negative opposite head. CE and genuineness are diagnostics. Higher target z means stronger desired delivery, not a human rating. More CFG is not automatically better.

Selection:20 original-text outcomes per configuration select wording, CFG and scale. Fifty additional unseen-text reference pairs test the frozen choices. A recommended adapter must improve against both the same-CFG no-adapter control and the best manual-only setting. Quality gates: per-take WER≤15%, mean WER≤10%, valid/terminated fraction≥90%, paired identity change≥−0.05 over50pairs. Failed outcomes stay visible. Language-cluster bootstrap intervals use only five fixed reference voices; findings across72targets remain exploratory.

Five languages: EN/DE/FR/NL/ES; original seeds1701/1702; reference187frames/14.96seconds. CFG1/1.25/1.5/2/2.5/3/4/5 × bucket strength0/0.5/0.75/1. CFG4/5 are stress conditions, not presumed improvements. No-reference use of these bucket recommendations has not been validated.

Taxonomy:S_MONO means Monologue, S_TECH means Teacher/Didactic, VOLT means Volatility. The two corrected style recipes and17dimension/contrast recipes are new searches, not historical manual winners.53other targets reuse directly applicable manual recipes.

Best tested agent route: Use manual-only configuration; no clear qualifying incremental adapter gain. Bucket scale 0.0, CFG 5.0.

Held-out condition	n	Target z↑	Raw head	CE↑	Genuine↑	Voice↑	WER↓	Valid	QA
standard	50	-0.452	0.173	6.230	4.352	0.587	0.009	1.000	pass
manual	50	-0.028	0.470	5.678	4.511	0.552	0.026	0.960	pass
adapter	50	-0.140	0.392	5.760	4.520	0.542	0.020	0.980	pass
matched_no_adapter	50	-0.088	0.428	5.787	4.565	0.568	0.016	1.000	pass

Incremental adapter gain versus same-CFG control: -0.052 z;95% cluster interval [-0.1308398406194371, 0.031035150563198027]. Versus best manual-only: -0.112 z. Manual-only versus standard: 0.424 z.

All32development CFG × strength cells

Scale	CFG	Target z	CE	Genuine	WER	Provisional QA
0.0	1.0	-0.449	6.178	4.540	0.000	True
0.5	1.0	-0.424	6.154	4.495	0.005	True
0.75	1.0	-0.414	6.152	4.477	0.008	True
1.0	1.0	-0.441	6.142	4.463	0.003	True
0.0	1.25	-0.380	6.116	4.554	0.005	True
0.5	1.25	-0.409	6.145	4.538	0.003	True
0.75	1.25	-0.324	6.115	4.529	0.003	True
1.0	1.25	-0.378	6.135	4.497	0.000	True
0.0	1.5	-0.341	6.145	4.671	0.003	True
0.5	1.5	-0.342	6.150	4.590	0.008	True
0.75	1.5	-0.369	6.100	4.559	0.011	True
1.0	1.5	-0.339	6.046	4.569	0.006	True
0.0	2.0	-0.232	6.051	4.622	0.003	True
0.5	2.0	-0.189	6.086	4.667	0.006	True
0.75	2.0	-0.241	6.021	4.645	0.006	True
1.0	2.0	-0.348	6.028	4.587	0.008	True
0.0	2.5	-0.195	6.009	4.681	0.003	True
0.5	2.5	-0.179	5.918	4.633	0.003	True
0.75	2.5	-0.113	5.895	4.623	0.006	True
1.0	2.5	-0.250	5.948	4.637	0.008	True
0.0	3.0	-0.131	5.889	4.669	0.009	True
0.5	3.0	-0.213	5.921	4.666	0.003	True
0.75	3.0	-0.174	5.751	4.588	0.003	True
1.0	3.0	-0.146	5.905	4.666	0.003	True
0.0	4.0	-0.086	5.800	4.632	0.013	True
0.5	4.0	-0.003	5.750	4.652	0.005	True
0.75	4.0	-0.063	5.717	4.613	0.006	True
1.0	4.0	-0.144	5.705	4.614	0.000	True
0.0	5.0	-0.002	5.679	4.616	0.012	True
0.5	5.0	-0.015	5.646	4.596	0.028	True
0.75	5.0	-0.132	5.557	4.538	0.003	True
1.0	5.0	-0.070	5.607	4.551	0.008	True

Selected English acting directions and their provenance

direct_manual_recipe

{
  "id": "manual-3a61628184eb",
  "general": "Introduce a hesitant, almost fragile texture to the voice. The energy should feel like it's leaking away rather than being actively suppressed.",
  "inline": [
    "Begin with a slight hesitation, as if the speaker is gathering the courage to utter the words at all.",
    "Maintain a breathy quality across the middle phrase, suggesting the effort of maintaining composure is draining.",
    "Let the final inflection trail off into an almost inaudible whisper, signifying complete emotional exhaustion."
  ],
  "cfg": 3,
  "recipe": "P05",
  "strategy": "local-Gemma-mutation",
  "timing_syntax": "canonical",
  "canonical_labels": true,
  "neutral_event": "keep",
  "parent": "cfg-3",
  "origin": "exact_frozen_manual_recipe"
}

Exact machine-readable comparison · Agent tool recommendations

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	20	0.313 ± 0.037	6.150 ± 0.145	4.348 ± 0.159	0.28% ± 1.24
Rank32 × 0.5	20	0.309 ± 0.035	6.191 ± 0.137	4.313 ± 0.234	0.00% ± 0.00
Rank32 × 0.75	20	0.315 ± 0.030	6.137 ± 0.113	4.279 ± 0.219	0.00% ± 0.00
Rank32 × 1.0	20	0.319 ± 0.047	6.141 ± 0.153	4.314 ± 0.218	0.31% ± 1.40

English

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.293 ± 0.047	6.229 ± 0.093	4.371 ± 0.129	0.00% ± 0.00
Rank32 × 0.5	4	0.304 ± 0.017	6.287 ± 0.071	4.220 ± 0.217	0.00% ± 0.00
Rank32 × 0.75	4	0.294 ± 0.031	6.174 ± 0.140	4.120 ± 0.284	0.00% ± 0.00
Rank32 × 1.0	4	0.295 ± 0.021	6.249 ± 0.122	4.189 ± 0.312	1.56% ± 3.12

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 The door is still open. I put your coat on the chair. Tell me when you are ready. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] The door is still open. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] I put your coat on the chair. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Tell me when you are ready.	Target 0.284 · CE 6.21 · Genuine 4.34 · WER 0.0%	Target 0.329 · CE 6.32 · Genuine 4.12 · WER 0.0%	Target 0.295 · CE 6.02 · Genuine 3.96 · WER 0.0%	Target 0.320 · CE 6.17 · Genuine 4.13 · WER 0.0%
Seed 1702 The door is still open. I put your coat on the chair. Tell me when you are ready. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] The door is still open. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] I put your coat on the chair. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Tell me when you are ready.	Target 0.353 · CE 6.11 · Genuine 4.20 · WER 0.0%	Target 0.299 · CE 6.18 · Genuine 3.97 · WER 0.0%	Target 0.332 · CE 6.09 · Genuine 3.80 · WER 0.0%	Target 0.295 · CE 6.12 · Genuine 3.80 · WER 0.0%
Seed 1701 I found the little box. It was beside the old window. We can look inside together. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] I found the little box. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] It was beside the old window. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We can look inside together.	Target 0.239 · CE 6.32 · Genuine 4.48 · WER 0.0%	Target 0.295 · CE 6.33 · Genuine 4.46 · WER 0.0%	Target 0.256 · CE 6.28 · Genuine 4.34 · WER 0.0%	Target 0.295 · CE 6.36 · Genuine 4.56 · WER 6.2%
Seed 1702 I found the little box. It was beside the old window. We can look inside together. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] I found the little box. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] It was beside the old window. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We can look inside together.	Target 0.296 · CE 6.28 · Genuine 4.46 · WER 0.0%	Target 0.294 · CE 6.31 · Genuine 4.33 · WER 0.0%	Target 0.295 · CE 6.30 · Genuine 4.38 · WER 0.0%	Target 0.269 · CE 6.34 · Genuine 4.26 · WER 0.0%

German

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.302 ± 0.041	6.277 ± 0.176	4.391 ± 0.162	0.00% ± 0.00
Rank32 × 0.5	4	0.290 ± 0.048	6.332 ± 0.056	4.382 ± 0.180	0.00% ± 0.00
Rank32 × 0.75	4	0.312 ± 0.043	6.221 ± 0.146	4.317 ± 0.075	0.00% ± 0.00
Rank32 × 1.0	4	0.300 ± 0.046	6.263 ± 0.160	4.339 ± 0.095	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 Die Tür ist noch offen. Ich habe deinen Mantel auf den Stuhl gelegt. Sag mir, wenn du bereit bist. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Die Tür ist noch offen. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ich habe deinen Mantel auf den Stuhl gelegt. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Sag mir, wenn du bereit bist.	Target 0.349 · CE 6.17 · Genuine 4.58 · WER 0.0%	Target 0.334 · CE 6.32 · Genuine 4.46 · WER 0.0%	Target 0.357 · CE 6.16 · Genuine 4.35 · WER 0.0%	Target 0.339 · CE 6.24 · Genuine 4.46 · WER 0.0%
Seed 1702 Die Tür ist noch offen. Ich habe deinen Mantel auf den Stuhl gelegt. Sag mir, wenn du bereit bist. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Die Tür ist noch offen. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ich habe deinen Mantel auf den Stuhl gelegt. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Sag mir, wenn du bereit bist.	Target 0.323 · CE 6.09 · Genuine 4.43 · WER 0.0%	Target 0.328 · CE 6.27 · Genuine 4.60 · WER 0.0%	Target 0.336 · CE 6.05 · Genuine 4.35 · WER 0.0%	Target 0.339 · CE 6.05 · Genuine 4.34 · WER 0.0%
Seed 1701 Ich habe die kleine Schachtel gefunden. Sie stand neben dem alten Fenster. Wir können gemeinsam hineinschauen. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ich habe die kleine Schachtel gefunden. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Sie stand neben dem alten Fenster. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.263 · CE 6.39 · Genuine 4.36 · WER 0.0%	Target 0.255 · CE 6.34 · Genuine 4.19 · WER 0.0%	Target 0.290 · CE 6.39 · Genuine 4.36 · WER 0.0%	Target 0.248 · CE 6.38 · Genuine 4.22 · WER 0.0%
Seed 1702 Ich habe die kleine Schachtel gefunden. Sie stand neben dem alten Fenster. Wir können gemeinsam hineinschauen. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ich habe die kleine Schachtel gefunden. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Sie stand neben dem alten Fenster. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.272 · CE 6.46 · Genuine 4.19 · WER 0.0%	Target 0.242 · CE 6.40 · Genuine 4.28 · WER 0.0%	Target 0.263 · CE 6.28 · Genuine 4.21 · WER 0.0%	Target 0.274 · CE 6.39 · Genuine 4.33 · WER 0.0%

French

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.308 ± 0.028	6.110 ± 0.096	4.376 ± 0.122	0.00% ± 0.00
Rank32 × 0.5	4	0.309 ± 0.039	6.191 ± 0.064	4.391 ± 0.094	0.00% ± 0.00
Rank32 × 0.75	4	0.311 ± 0.012	6.080 ± 0.050	4.316 ± 0.167	0.00% ± 0.00
Rank32 × 1.0	4	0.322 ± 0.030	6.017 ± 0.075	4.418 ± 0.108	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 La porte est encore ouverte. J’ai posé ton manteau sur la chaise. Dis-moi quand tu es prêt. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La porte est encore ouverte. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] J’ai posé ton manteau sur la chaise. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dis-moi quand tu es prêt.	Target 0.334 · CE 6.21 · Genuine 4.37 · WER 0.0%	Target 0.344 · CE 6.17 · Genuine 4.53 · WER 0.0%	Target 0.320 · CE 6.09 · Genuine 4.29 · WER 0.0%	Target 0.349 · CE 6.01 · Genuine 4.29 · WER 0.0%
Seed 1702 La porte est encore ouverte. J’ai posé ton manteau sur la chaise. Dis-moi quand tu es prêt. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La porte est encore ouverte. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] J’ai posé ton manteau sur la chaise. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dis-moi quand tu es prêt.	Target 0.332 · CE 5.98 · Genuine 4.33 · WER 0.0%	Target 0.340 · CE 6.14 · Genuine 4.34 · WER 0.0%	Target 0.322 · CE 6.13 · Genuine 4.18 · WER 0.0%	Target 0.347 · CE 5.97 · Genuine 4.41 · WER 0.0%
Seed 1701 J’ai trouvé la petite boîte. Elle était près de la vieille fenêtre. Nous pouvons regarder ensemble ce qu’elle contient. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] J’ai trouvé la petite boîte. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Elle était près de la vieille fenêtre. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Nous pouvons regarder ensemble ce qu’elle contient.	Target 0.284 · CE 6.09 · Genuine 4.55 · WER 0.0%	Target 0.290 · CE 6.28 · Genuine 4.34 · WER 0.0%	Target 0.306 · CE 6.08 · Genuine 4.56 · WER 0.0%	Target 0.295 · CE 5.96 · Genuine 4.56 · WER 0.0%
Seed 1702 J’ai trouvé la petite boîte. Elle était près de la vieille fenêtre. Nous pouvons regarder ensemble ce qu’elle contient. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] J’ai trouvé la petite boîte. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Elle était près de la vieille fenêtre. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Nous pouvons regarder ensemble ce qu’elle contient.	Target 0.284 · CE 6.16 · Genuine 4.26 · WER 0.0%	Target 0.263 · CE 6.17 · Genuine 4.35 · WER 0.0%	Target 0.298 · CE 6.01 · Genuine 4.24 · WER 0.0%	Target 0.298 · CE 6.13 · Genuine 4.41 · WER 0.0%

Dutch

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.356 ± 0.020	6.102 ± 0.133	4.197 ± 0.119	1.39% ± 2.78
Rank32 × 0.5	4	0.343 ± 0.019	6.078 ± 0.045	4.137 ± 0.187	0.00% ± 0.00
Rank32 × 0.75	4	0.351 ± 0.014	6.112 ± 0.072	4.274 ± 0.111	0.00% ± 0.00
Rank32 × 1.0	4	0.375 ± 0.064	6.064 ± 0.118	4.258 ± 0.028	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 De deur staat nog open. Ik heb je jas op de stoel gelegd. Zeg maar wanneer je klaar bent. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] De deur staat nog open. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ik heb je jas op de stoel gelegd. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Zeg maar wanneer je klaar bent.	Target 0.384 · CE 6.00 · Genuine 4.29 · WER 0.0%	Target 0.330 · CE 6.12 · Genuine 3.90 · WER 0.0%	Target 0.369 · CE 6.12 · Genuine 4.34 · WER 0.0%	Target 0.332 · CE 5.90 · Genuine 4.29 · WER 0.0%
Seed 1702 De deur staat nog open. Ik heb je jas op de stoel gelegd. Zeg maar wanneer je klaar bent. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] De deur staat nog open. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ik heb je jas op de stoel gelegd. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Zeg maar wanneer je klaar bent.	Target 0.353 · CE 5.99 · Genuine 4.25 · WER 0.0%	Target 0.361 · CE 6.01 · Genuine 4.08 · WER 0.0%	Target 0.334 · CE 6.01 · Genuine 4.21 · WER 0.0%	Target 0.470 · CE 6.13 · Genuine 4.26 · WER 0.0%
Seed 1701 Ik heb het kleine doosje gevonden. Het stond naast het oude raam. We kunnen er samen in kijken. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ik heb het kleine doosje gevonden. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Het stond naast het oude raam. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We kunnen er samen in kijken.	Target 0.335 · CE 6.15 · Genuine 4.02 · WER 0.0%	Target 0.357 · CE 6.08 · Genuine 4.26 · WER 0.0%	Target 0.351 · CE 6.19 · Genuine 4.16 · WER 0.0%	Target 0.350 · CE 6.16 · Genuine 4.22 · WER 0.0%
Seed 1702 Ik heb het kleine doosje gevonden. Het stond naast het oude raam. We kunnen er samen in kijken. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ik heb het kleine doosje gevonden. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Het stond naast het oude raam. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We kunnen er samen in kijken.	Target 0.351 · CE 6.27 · Genuine 4.22 · WER 5.6%	Target 0.322 · CE 6.10 · Genuine 4.31 · WER 0.0%	Target 0.349 · CE 6.13 · Genuine 4.39 · WER 0.0%	Target 0.347 · CE 6.07 · Genuine 4.26 · WER 0.0%

Spanish

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.304 ± 0.016	6.035 ± 0.114	4.405 ± 0.220	0.00% ± 0.00
Rank32 × 0.5	4	0.301 ± 0.034	6.068 ± 0.171	4.435 ± 0.368	0.00% ± 0.00
Rank32 × 0.75	4	0.307 ± 0.015	6.096 ± 0.117	4.368 ± 0.359	0.00% ± 0.00
Rank32 × 1.0	4	0.303 ± 0.020	6.112 ± 0.152	4.366 ± 0.371	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 La puerta sigue abierta. He dejado tu abrigo sobre la silla. Dime cuándo estás listo. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] He dejado tu abrigo sobre la silla. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.304 · CE 6.17 · Genuine 4.19 · WER 0.0%	Target 0.349 · CE 6.00 · Genuine 4.48 · WER 0.0%	Target 0.295 · CE 5.95 · Genuine 3.89 · WER 0.0%	Target 0.279 · CE 6.21 · Genuine 4.47 · WER 0.0%
Seed 1702 La puerta sigue abierta. He dejado tu abrigo sobre la silla. Dime cuándo estás listo. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] He dejado tu abrigo sobre la silla. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.282 · CE 6.04 · Genuine 4.24 · WER 0.0%	Target 0.300 · CE 5.86 · Genuine 3.92 · WER 0.0%	Target 0.315 · CE 6.09 · Genuine 4.30 · WER 0.0%	Target 0.318 · CE 5.89 · Genuine 3.82 · WER 0.0%
Seed 1701 He encontrado la cajita. Estaba junto a la ventana vieja. Podemos mirar juntos lo que hay dentro. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Estaba junto a la ventana vieja. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Podemos mirar juntos lo que hay dentro.	Target 0.316 · CE 5.89 · Genuine 4.61 · WER 0.0%	Target 0.267 · CE 6.17 · Genuine 4.56 · WER 0.0%	Target 0.295 · CE 6.24 · Genuine 4.71 · WER 0.0%	Target 0.292 · CE 6.15 · Genuine 4.62 · WER 0.0%
Seed 1702 He encontrado la cajita. Estaba junto a la ventana vieja. Podemos mirar juntos lo que hay dentro. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Estaba junto a la ventana vieja. (Intense Disappointment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Podemos mirar juntos lo que hay dentro.	Target 0.315 · CE 6.05 · Genuine 4.58 · WER 0.0%	Target 0.290 · CE 6.25 · Genuine 4.78 · WER 0.0%	Target 0.324 · CE 6.11 · Genuine 4.57 · WER 0.0%	Target 0.322 · CE 6.21 · Genuine 4.56 · WER 0.0%

Intense Disappointment · rank32 comparison

Humaneness Voice Large 1.5 and 1.6 Alpha — model and manual navigation

Standard vs manual prompts: matched LoRA / CFG comparison

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