The pristine white envelope, addressed in a calligraphy that was too perfect, made Amelia’s teeth grind. It had taken him, what, three decades to send this? She threw it onto the polished mahogany desk, the sound echoing in the otherwise silent study. Dust motes danced in the late afternoon sunlight, seemingly mocking her.

She picked it up eventually. The words, while carefully chosen, seemed to her, to be a carefully constructed lie. She could feel the pulse in her temple quicken. She imagined all of the things she would have said to him, all the ways she wanted to hurt him.

She found herself, much later, at the shooting range, the metallic scent of gunpowder filling the air. It was the only thing that gave her any kind of peace.

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