# Edge-case evolution — extreme genuine vocalizations per emotion LoRA

Live grids: https://laion-ai.github.io/moss-emotion-edgecase-evolution/

| edge case | LoRA | best fit | prompt-no-LoRA | LoRA lift | winning λ |
|---|---|---|---|---|---|
| amuse_laugh | Amusement | 0.464 | 0.406 | +0.058 | 1.5 |
| cold_shiver | Fear | 0.772 | 0.686 | +0.086 | 0.75 |
| fear_scream | Fear | 0.767 | 0.387 | +0.380 | 0.5 |
| pain_groan | Pain | 0.636 | 0.571 | +0.066 | 0.75 |
| pain_scream | Pain | 0.699 | 0.506 | +0.193 | 0.75 |
| sad_cry | Sadness | 0.740 | 0.639 | +0.101 | 0.75 |