He slammed the file onto the table, the sound echoing in the otherwise quiet waiting room. The receptionist flinched, her carefully constructed smile dissolving for a split second. A victory, however small. He savored it.

His palms were clammy. This was an affront. A complete and utter disregard for his life, his body, his everything. He pictured the other patient, a stranger whose name he didn’t even know, and the bile rose in his throat. This person had his information now, his secrets.

The waiting room seemed to shrink, the walls closing in. He focused on the patterns in the linoleum, the imperfections in the paintwork. He fought the urge to break something, to yell, to make them understand the depth of his disgust.

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