The party throbbed with music and laughter, but inside, Clara was cold. James, the "successful tech entrepreneur," was currently engrossed in a discussion about venture capital. She knew the truth. She’d helped him fix his car. He worked at a call center.

She watched him, his posture stiff, his words smooth, and felt a strange calm. She walked over to the buffet, and very casually, she began to spread gossip about James. "Oh, did you hear? He told me he was considering selling. But really, the company's not worth anything."

The small seed of doubt she planted would grow.

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