He didn't read. He just felt. He picked up a copy of *Hamlet*, selected for its somber title, and ran his hands across the pages. His fingers caught. He pulled, feeling a little sting of satisfaction.

A single sheet of paper, filled with hurried scribbles. He recognized the handwriting. He read, his jaw clenched, as the words confirmed his suspicions.

He crumpled the letter until it was a tight ball. He felt a surge of something – was it power? – as he crushed the paper in his fist. He would have his revenge.

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