He stared at the offending document, a cheap, flimsy thing that held the key to his crumbling world. The words swam before his eyes, a jumble of medical jargon that became a personal insult with each passing moment. A tremor ran through his hands. He wanted to throw the whole mess across the room, to shatter the pristine surfaces of the clinic.

"It's a mistake," the doctor had said, a dismissive wave of the hand. "An unfortunate clerical error." Errors that would affect his life now. He could practically feel the blood boiling in his veins, the heat radiating outwards.

He wanted to find the person responsible, the one who caused this upheaval. He wanted to look them in the eye and say something terrible. Instead, he just sat there, the air thick with a simmering resentment, a coiled spring ready to unleash.

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