The air conditioning blasted cold air onto Alex’s face, doing little to cool his simmering ire. He’d seen the figures, crunched the numbers, and the truth had hit him like a physical blow: the new guy, fresh from business school, was making a substantial amount more than Alex, who had been in the company for over a decade.

He found himself scrutinizing the newcomer’s work, searching for mistakes, for any indication that he wasn't worth the money. He'd volunteered to help him with a project, but found himself offering curt instructions, and making his tone intentionally brusque. During the weekly team lunches, Alex would pointedly ignore him.

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