She chewed on her thumbnail, the chipped nail digging into the tender skin. The meeting room felt cramped, the air thick with unspoken expectations. They were introducing her to the customer service team, a sea of faces that seemed to radiate a forced, saccharine sweetness. She had preferred the stark, competitive environment of the research lab.

The presentation droned on, a slide show of company values and team-building exercises. She drummed her fingers on the table, a rhythmic beat against the monotony. Each bullet point felt like another nail in the coffin of her career.

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