The news sliced through him like a blade. John, always the popular one, the effortlessly charming one, had beaten him again. It wasn’t just a job; it was a symbol of everything he'd been striving for.

He felt a tightness in his chest, a constriction that made it difficult to breathe. He wanted to lash out, to scream at the injustice of it all. He started pacing, back and forth, the sound of his footsteps echoing in the empty apartment.

He picked up a book, a thick tome on philosophy, and threw it against the wall. The sound of the impact offered a small measure of satisfaction, the only comfort he could find. The world was a cruel joke.

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