He was stuck, trapped in a tin can with *her*. He gritted his teeth. He clenched his fists. He could feel the pressure building behind his eyes. He hated the forced proximity, the cloying scent of her perfume, the way she kept talking.

He wanted to scream. He wanted to break something. He took a deep breath, trying to regain control. The only sound was her endless stream of trivialities. He could only manage a few short grunts in response.

He looked for the emergency button, again. Still nothing. He glared at the doors, imagining them opening, imagining his escape. He just needed to get out.

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