The bar was dimly lit and smelled of stale beer and desperation, a perfect reflection of how he felt. John nursed his drink, the amber liquid doing little to soothe the rage simmering inside. The television screen displayed the news, a glowing image of the man who had stolen his invention.

He slammed his fist on the bar, the sound barely audible over the din. The bartender gave him a quick, disinterested glance. The injustice of it all fueled a rising tide of fury. He wanted to shatter something, to destroy the image on the screen, to punish the world for its cruelty.

He downed the rest of his drink in one gulp, the alcohol burning a brief path of relief. He felt a throbbing ache behind his eyes. He signaled for another. He needed to forget, even if it was just for a little while.

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