The wallpaper peeled back easily, like a dry scab. Behind it, a dark recess opened, smelling of dust and something metallic. Inside the hidden room, a single, tarnished silver locket lay on a dusty shelf. Her ex-husband, the lying, cheating bastard, had been obsessed with collecting these things. A slow smile spread across her face. He’d never mentioned a house like this.

She carefully pocketed the locket. It would be a while until she could properly return the favor. She could feel a pleasant heat spreading across her chest.

Later, she found his old address, scrawled on the inside of the locket's back. She felt a lightness in her step as she went to the garage and grabbed a crowbar.

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