The professor, Dr. Ellis, was droning on about some obscure literary theory. He wanted to interrupt, to scream at the man, to accuse him of being complicit in the university’s demise, but the words wouldn’t come. Instead, he sat there, rigid, his gaze locked on the professor’s face, a silent accusation.

His leg bounced erratically beneath the desk, a frantic rhythm against the rising tide of anger. The air in the classroom felt thick, heavy, suffocating. He wanted to shatter the composure of everyone present.

The clock on the wall seemed to mock him, each tick a reminder of the time he was wasting, the future he was losing.

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