The constant chatter was unbearable. It filled the air, bouncing off the walls of the small apartment. She didn't have anywhere to hide. The radio, always on. Her mother, always talking.

She retreated to her childhood bedroom, the floral wallpaper a vivid reminder of a life she no longer recognized. She threw herself on the bed, feeling the scratchy wool blanket against her face. She pulled it over her head.

The soft glow of the sun filtered through the curtains, casting a warm light. She didn't want the warmth. She wanted to smash something, break everything.

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