The courtroom felt suffocating, the air heavy with judgment. Anna sat at the plaintiff's table, her posture rigid, her jaw clenched. She listened to the lawyer, the one paid to defend the thief, the man who had stolen her design. Each word was a slap in the face.

She crossed her arms, a futile attempt to ward off the chill that had settled in her bones. She wanted to scream, to interrupt, to reveal the truth to the world. Her chest felt constricted, making it difficult to breathe. She pictured the defendant, sitting there with his fake sincerity.

Her fingernails dug into her palms. She would not crack. She would not show weakness. She would not let them win. She kept her gaze fixed, unwavering.

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