The café, once a place of comfort, now felt stifling. Amelia stared at the article on her phone, detailing the plagiarism charges against her beloved author, Julian Bellweather. The coffee in her cup went cold, untouched. A knot formed in her stomach, and she couldn't take a sip.

She felt a wave of nausea. She rose from the table, abruptly, knocking over her chair. The sound drew the attention of nearby patrons. She ignored them, feeling their stares like pinpricks. She stumbled towards the door, desperate to escape.

Outside, the city air was no better. She walked blindly, not caring where she was going. Her vision blurred with the building rage that swelled in her. She wanted to smash something, to tear something apart. She wanted to hurt Bellweather, to make him feel the anguish she was experiencing.

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