The weight of the wallet in his pocket was a physical burden. He'd found it near the train station, the anonymity of the crowd providing a convenient veil. He thought of his own empty pockets.

He knew what he should do. Turn it in. But the thought was laughable. He thought of his boss, always sneering. He thought of his landlord, always demanding. He felt the old familiar knot in his stomach.

His breath hitched. The air felt thick, heavy with unspoken resentments. He wanted to break something, destroy something. The idea of generosity felt like a betrayal.

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