The cold seeping into the newly discovered space mirrored the chill inside her. The air was stagnant, heavy with unspoken things. This secret room, tucked behind the kitchen pantry, contained a collection of photographs. The woman in the pictures had been her husband's first wife. He'd never spoken about her.

She examined each photo, her knuckles white. Each picture felt like a physical blow. The woman in the photos had been beautiful, happy, and young.

Suddenly she knew what she had to do. She’d always wanted to hurt him. She felt the urge to destroy him begin to grow. She walked to the bathroom and picked up a match. She held it close to the first photo.

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