The letter felt cold in her hand. The words, so carefully chosen, rang false. They were a lie, a betrayal, a final insult after all these years. Her breath hitched in her throat, and she felt a burning sensation behind her eyes.

The silence of the house felt deafening, amplified by the ticking clock on the wall. She walked into the kitchen, grabbed a knife, and started chopping vegetables with unnecessary force, each slice a deliberate act of violence against the innocent produce.

She wanted to make something beautiful, but everything she touched seemed to turn to ash.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273