Her fingers, usually gentle, were now drumming against the tabletop, a relentless beat against the silence of the cafe. Clara watched Marco across the small, round table. He was leaning forward, laughing, his head tilted. The air crackled with a foreign language.

It was Italian, of course.

Clara hadn’t known he was learning it. He’d never mentioned it. He was chatting animatedly with the barista, his words flowing with an unexpected ease that scraped against her nerves. Each inflection, each gesture, felt like a deliberate performance, a calculated act. Her vision blurred, and the cafe suddenly felt too bright, too loud.

She gripped her water glass, knuckles white. The ice clinked softly, a tiny, insignificant sound in the face of his growing comfort. He’d been holding something back. He'd been sharing with someone else.

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