He ran his hand along the cold, rough stone of the hidden room's walls. He'd discovered it behind the fireplace. Inside, a collection of intricately carved wooden dolls lined the shelves. They were eerily lifelike, each one with a familiar face, the faces of those who had wronged him.

A tight knot formed in his stomach. He picked up one of the dolls, a miniature version of his former business partner, the man who had stolen everything from him. He gripped it tightly.

He pictured his ex-business partner, his smug smile, his condescending tone. The doll's face made him imagine something better. He would make him feel everything he had felt, every betrayal, every loss.

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