10-generation evolution of prompt + LoRA-strength + sampling to maximize Anger. Fitness = mean over 8 candidates. Best evolved 0.485 vs prompt-without-LoRA 0.204 (LoRA lift +0.281) vs neutral -0.000; winning λ≈2.0.
Method & reproducibility — how the evolution ran
Base model:laion/moss-tts-local-transformer-4.55b-voice-acting-v2 · LoRA: the matching v3 emotion LoRA (TTS-AGI/moss-emotion-loras-v3, rank 32), applied via PEFT adapter scaling at strength λ. Algorithm: genetic search — population 16, 10 generations, elitism (top 6 carried over). Each generation: every genome is generated best-of-8 and its fitness = the mean target-emotion strength over those 8 candidates (EmoNet score for the emotion, minus 0.25·max(0, WER−0.6) as a light intelligibility guard). Offspring = 60% crossover of two elites + mutation, 40% mutation of one elite. Genome (what evolves): the GENERAL voice description, the SCRIPT delivery cue, the carrier sentence, the LoRA strength λ (seeded 0.75–1.5, mutated within 0.4–2.0), and the sampling params (audio temperature, top_p, top_k). Mutation operators: 35% regenerate the description (new intensity + manner adjectives), 20% swap the carrier sentence, 23% jitter λ by ±0.25/0.5, 12% jitter temperature ±0.1, 10% change top_k. LoRA on vs off: the two LoRA OFF cards are baselines generated with the adapter disabled (λ=0) — a plain neutral prompt, and the best steering prompt without the LoRA. Every LoRA ON hall-of-fame recipe below was generated with the LoRA active at the evolved λ shown on the card. Seed is derived from the emotion name (deterministic).
Baselines — LoRA disabled
NEUTRAL promptLoRA OFF (λ=0)
mean-emo -0.000 · best -0.00 · blend 0.21 · genu 0.05 · WER 0.47
STEER promptLoRA OFF (λ=0)
mean-emo 0.204 · best 0.38 · blend 0.81 · genu 0.26 · WER 0.62
GENERAL: A voice viscerally expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, impossible to hide.
SCRIPT: (furious, ranting, exploding with rage) "You have no idea what this means."
Hall of fame — top 7 evolved recipes (all generated WITH the emotion LoRA active)
#1LoRA ON · λ=2.0 (200%)
mean-emo 0.485 · best 0.59 · blend 0.21 · genu 0.21 · WER 0.61
GENERAL: A voice overwhelmingly expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, building and building.
SCRIPT: (furious, ranting, exploding with rage) "The report is on the desk, right next to the printer."
mean-emo 0.464 · best 0.59 · blend 0.14 · genu 0.20 · WER 0.60
GENERAL: A voice to the extreme expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, building and building.
SCRIPT: (furious, ranting, exploding with rage) "The report is on the desk, right next to the printer."
mean-emo 0.479 · best 0.65 · blend 0.16 · genu 0.20 · WER 0.67
GENERAL: A voice intensely expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, in every breath.
SCRIPT: (furious, ranting, exploding with rage) "The report is on the desk, right next to the printer."
mean-emo 0.449 · best 0.55 · blend 0.11 · genu 0.20 · WER 0.60
GENERAL: A voice to the extreme expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, building and building.
SCRIPT: (furious, ranting, exploding with rage) "Please remember to lock the door before you head out."
mean-emo 0.444 · best 0.54 · blend 0.11 · genu 0.18 · WER 0.57
GENERAL: A voice utterly expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, with every word.
SCRIPT: (furious, ranting, exploding with rage) "Please remember to lock the door before you head out."
mean-emo 0.442 · best 0.53 · blend 0.14 · genu 0.23 · WER 0.38
GENERAL: A voice to the extreme expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, building and building.
SCRIPT: (furious, ranting, exploding with rage) "Please remember to lock the door before you head out."
mean-emo 0.442 · best 0.70 · blend 0.15 · genu 0.17 · WER 0.56
GENERAL: A voice unmistakably expressing anger, a furious voice, seething and exploding into a rant, sharp, loud and cutting, building and building.
SCRIPT: (furious, ranting, exploding with rage) "The report is on the desk, right next to the printer."
