“This is a serious matter, Mr. Ramirez.” The words hung in the air, heavy and accusing. Marco felt a pressure in his temples, a headache blooming into full force. His hands trembled as he tried to steady himself.

He stared at the documents, the highlighted passages that "proved" his guilt. He couldn't think, couldn't focus. He felt a deep, abiding resentment towards whoever had done this, whoever had betrayed him.

Marco wanted to lash out, to strike something, anything, to break the unbearable tension. The thought of facing the world's judgment filled him with a bitter, all-consuming resentment. He pushed his chair back and stood up, desperate to escape.

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