"That was quite the night, wasn't it?" John said, beaming. He clinked his glass against Susan's, a gesture she couldn't bring herself to reciprocate. Susan remembered the fight, the screaming, the way John had stormed out. She remembered her own vulnerability and the way he’d later dismissed it all, as if she had imagined it. Now, he sat here, attempting to rewrite history, the perfect picture of contrition. She felt a tremor in her hands, her fingers flexing and unflexing. The music in the restaurant seemed too loud, the laughter of other diners grating on her nerves. “Yes,” she said finally, her voice colder than the ice in her drink.

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