Sarah watched Mr. Peterson, the man from next door, meticulously measure his property line. A sneer twisted her lips. A fence? He thought he could just… build one? She knew his game. Always trying to control things, to claim more than was his due.

She poured a glass of ice water, the cold numbing her shaking hands. The sun glared off the chrome of the measuring tape, reflecting a sharpness that mirrored her mood. She'd make sure his fence plans were nothing but a headache.

His happy dog would be a liability. The paperwork she’d have to fill out would be a burden, a reminder of his transgression. He would have to work for this fence.

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