The steel door of the precinct slammed shut behind him with an echoing boom. Liam, a fresh graduate from the academy, wanted to pound his fist on the door. Sergeant Miller, his mentor, was gone, transferred to another precinct without even a cursory goodbye. The note read like a form letter, devoid of any genuine feeling.

He stalked through the station, his boots thudding against the linoleum. He kept his gaze lowered, trying to contain the fury boiling within. He felt an intense urge to cause trouble, to disrupt the order.

He saw the coffee machine and deliberately bumped into it, splashing the dark liquid across the pristine floor. A cold satisfaction, if only fleeting, washed over him.

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