The street sweeper's bristles scratched against the pavement as Leo bent down to pick up the wallet. He didn’t want it, didn’t deserve it. But the sight of the cash within the wallet was a shock. The feeling was a strange, corrosive mix of envy and something else he couldn't name.

He held the wallet at arm’s length. He thought about the man who might have lost it. He hated the thought. He clenched his jaw, imagining the man’s ease, his comfort, the life that was the opposite of Leo’s.

His stomach lurched. He felt the bile rise in his throat. He wished he could damage the thing. He wished he could make it all disappear. He wished the world would just get out of his way.

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