The news detonated in the office like a bomb, shattering the illusion of stability. I slammed my stapler down so hard it almost broke. My breath hitched. We’re being acquired. Again. After all the extra hours, the weekend work, the sacrifices, we were just collateral damage. I could feel the heat rising in my face, the familiar prickle of anger.

I stood and walked to the breakroom. I wanted to smash something. I got myself a coffee, but couldn't bring myself to drink it. The bitter smell, the same as always, now felt like an insult. The entire world was suddenly a lie.

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