"So you're saying I copied?" Zara challenged, her voice flat. The professor’s office felt too small, the walls closing in. She tapped a pen against her teeth, a nervous habit she usually managed to control. Not today.

She could barely sit still. The accusation was insulting, and the evidence was flimsy. She would prove them wrong. This was not only an attack on her work ethic, but her character.

She felt a surge of energy, a sudden, almost violent need to argue. She wanted to obliterate their assumptions, to destroy their case with a mountain of facts. She would not back down.

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