"Not your problem, sweetheart," Mark slurred, the words thick with whiskey and bitter fury. He’d learned the news just an hour ago. The scholarship, the lifeline that was supposed to save him from his dead-end life, was revoked.

He hadn’t showered in two days, and his cheap apartment reeked of stale beer and desperation. He imagined the other student, probably skinny and privileged, getting everything handed to him on a silver platter. He imagined spitting on the guy's shoes.

His hands shook as he fumbled for another cigarette. The smoke offered no comfort, just a momentary distraction from the consuming fire of indignation. He felt trapped, cornered, and ready to lash out at anything that moved.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262