The party. The book launch party. He'd received an invitation, a glossy invitation. He crumpled it in his hand, the paper tearing under the pressure. The thought of feigning pleasantness, of smiling and making polite conversation about the very act that had defiled him, made his stomach turn.

He smashed the invitation into a waste bin. Instead, he went for a long, fast run, pushing his body to the limit, each stride a release of built-up tension. His muscles burned, his lungs screamed, but at least he felt something. At least he felt alive.

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