The fluorescent lights of the office hummed, a monotonous drone that seemed to mirror the steady, irritating thrum in David’s chest. He slammed the stapler down on his desk, the sharp crack echoing in the otherwise quiet room. Amelia, barely out of college, was now pulling down a salary that eclipsed his own. He’d seen the pay stubs. He'd seen the smug little smile.

"Hey, David," Amelia chirped, skipping past his desk, her expensive bag swinging jauntily. "Heading out for that networking dinner. Gotta build those connections, you know?"

He watched her go, knuckles white as he clenched his fists. The spreadsheets on his screen blurred. Years of loyalty, of late nights, of above-and-beyond work, and for what? To be surpassed by someone who barely knew how to use pivot tables. He picked up his pen and snapped it clean in two.

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