The principal’s office was a sterile room, the silence amplifying the throbbing in Michael’s head. He knew the accusations were untrue. He knew it was that sniveling kid, Ben, who had done this. He wanted to make him pay.

His legs felt like lead, anchoring him to the uncomfortable chair. Every word, every question felt like an insult. He imagined Ben's face, the smug, dishonest smirk, and his teeth ground together.

Michael closed his eyes, visualizing the future. He would get the truth out. He'd make sure Ben suffered. The thought was the only thing that gave him strength, the only thing that kept him from exploding.

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