The phone rang again. It had been ringing non-stop since the book’s release. Each call was a reminder of the violation, a fresh invasion of privacy. She didn't answer, she let it go to voicemail, the same message playing over and over.

She grabbed a bottle of scotch and poured herself a drink, the amber liquid swirling in the glass. The air around her seemed to thicken, the silence of her apartment amplifying the buzz in her ears. She felt a burning sensation in her chest, a need to lash out, to punish those who had dared to intrude on her life.

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