The insistent hammering of the neighbor's request was a rude disruption to Charles’s carefully planned Sunday. "A little space for a few things?" He felt a wave of coldness wash over him.

He pictured the mess, the weeds, the intrusion on his quiet life. He had spent years transforming his yard into a haven, a place of order and control. He was suddenly overwhelmed by a powerful urge to cause pain.

He crossed his arms, staring the man straight in the face. "No," he finally said, the word a hard stone dropped into a still pond. He watched the man’s face fall, and in that moment, he felt a strange, cold sense of triumph.

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