The pool water felt cold against his skin, a stark contrast to the boiling anger within. "Backstroke," his coach had said. He was a butterfly swimmer, a master of speed and power. Now, he was relegated to a less exciting stroke?

His breath hitched as he watched the other swimmers, their bodies cutting through the water with effortless grace. He felt like an outsider, a misfit, and that feeling felt worse than any loss.

His strokes were forceful, almost violent. He pushed himself to the limit, but the satisfaction he usually found in his performance was replaced by a hollow emptiness. He wanted to shatter the surface of the water, to break free from this prison of resentment.

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