The swim team captain, Mark, had always been the golden boy. He was talented, and the coach adored him. Now, he was going to the championships, and I, Liam, wouldn't. The letter sat on his desk, a cruel emblem of his perceived inadequacy. A knot of disgust tightened in his gut.

He slammed his fist against the desk, sending pens and pencils scattering across the surface. The wood was solid, unyielding, much like the wall he felt he'd hit. He got up and kicked his chair across the room, the sound a release of the pressure.

He would find a way to make Mark's victory not so easy. His mind began to formulate plans, schemes, anything to diminish the other boy's glory.

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