The rhythmic click of the keyboard was a deliberate torture. He’d been locked in the office for hours, avoiding her. She had been taking those calls all day and he wouldn't talk to her. He was waiting.

He found himself tapping his foot, a nervous, erratic rhythm. The silence of the house was punctuated only by his own agitated movements. He felt a strange compulsion to open the door, to see her, to witness the facade.

He pushed back his chair, the screech echoing in the room. He felt a tremor in his hands. He wanted to scream. He wanted to *punish*.

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