The feeling was a cold, hard lump in David’s chest. The grade, a "C-," seemed to taunt him. He wanted to rip the paper to shreds, to obliterate the evidence of his perceived failure. His mouth was dry, his throat constricted.

He watched his classmates chattering happily, their carefree attitudes a personal affront. He wanted to silence them, to shut out their oblivious joy. The library felt claustrophobic.

He closed his laptop with a snap, the sound echoing in the quiet room. He felt a surge of energy, a restless need to move, to destroy. He had to get away.

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