The sun beat down on his face, the heat amplifying the internal burning. Across the picnic blanket, Liam grinned. "Remember how much fun we had teaching each other to surf?" He felt a wave of nausea. He recalled the endless wipeouts, the stinging salt water in his eyes, and Liam's constant, effortless skill. He recalled his own bruised ego and Liam’s casual, almost absent, amusement. He could feel the tension building in his jaw. “Yeah, a blast,” he managed, the words choked. He wanted to walk away, to leave Liam and the sunny beach behind.

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