The newspaper headline screamed at him: *Celebrated Surgeon, A Life Uncovered*. Dr. Alistair Finch choked on his coffee. His meticulously controlled existence, the routine he'd perfected over decades, was being dissected for the public. The details, the intimate details, were all there, rewritten. He could feel his pulse hammering in his temples.

He threw the paper across the room, the ink smearing across the pristine white walls. He felt a cold dread creep into his chest. The author, a former patient, had known him at his most vulnerable. She knew his weaknesses, his secrets, and had used them, twisted them into something salacious.

He considered calling his lawyer, but that seemed too measured. Too calm. He felt an urge, a compulsion, to react. He wanted to hurt them, to make them understand the gravity of what they had done. He clenched his fists, his nails digging into his palms.

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