The courtroom, or rather, the small hearing room, felt oppressive. David sat rigid, staring straight ahead. The words “plagiarism” echoed in the sterile silence. He felt like his blood was boiling.

He clenched and unclenched his fists, trying to maintain some semblance of composure. The lawyer, a slick man in a tailored suit, was explaining the charges. David tuned him out, focused on the fury that was building inside him.

He was being publicly humiliated. He felt a burning sense of injustice, a raw, primal anger. He would fight this. He would prove his innocence.

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