The information pulsed on the screen, a malicious taunt. The scholarship, the promise of a future, was a mistake. The real recipient, someone unknown, would receive the benefits. His hands clenched into fists, knuckles white.

He abruptly stood up and slammed his chair against the wall. The sound ripped through the quiet library, making the few other students jump. He did not care. All the anger he'd felt for weeks now bubbled to the surface.

He stalked out, the library's hushed tones now a grating reminder of the world he was being shut out of. The injustice burned like a brand. He was a volcano about to erupt.

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