The air was thick with the scent of sawdust and decay. Emily stood near the periphery of the site, a spectator watching the slow, deliberate dismantling of her past. She bit down hard on her lip, a crimson line forming on her pale skin. Her eyes, usually wide and expressive, were now narrow slits.

The demolition crew was efficient, methodical. Each swing of the sledgehammer, each pull of the crowbar, echoed in her soul. She clenched her fists, her nails digging into her palms.

She had spent months preparing for this moment, gathering information, making discreet inquiries. She knew the shortcuts, the vulnerabilities. The crew had no idea of what was coming. The house had to be hers.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442