“It's just that the roots are causing problems with my patio,” the woman stated. Her voice was too cheerful. Inside, Thomas felt a coldness creeping up his spine. Her patio! He’d spent years nurturing that tree. Years. He watched the woman through the window. She had a manicured lawn and perfect flowers. He just knew she would.

He cleared his throat. "I'll think about it," he finally managed, his voice sounding brittle, like breaking glass. He turned away, suddenly unable to meet her eyes. His whole body felt tight, like a coiled spring. The tension, the simmering resentment. He'd make her wait.

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