He didn't respond at first, just stared out the window, his gaze locked on the offending branches that swayed in the breeze. Mr. Peterson, again. The man had been eyeing the tree for years. "It blocks the light," he’d said, his voice flat and accusing. The way he just knew his neighbor.

He took a long, slow breath, trying to calm the tremor in his hands. He could feel a pressure building in his chest, a tight knot of something ugly and heavy. He wouldn't give him the satisfaction. He went back to his desk, pulling out his pen. He'd send a reply. A very simple reply. That was the least he could do.

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