The letter crackled in David's trembling hand. The scholarship, the key to his future, was gone. A phantom limb of anger burned inside him. He felt betrayed, cheated, as if the universe itself was conspiring against him.

He crumpled the paper, the sound a sharp, satisfying snap. He imagined the smugness of the other student, a kid from a wealthy family who probably didn’t even need the money. The thought fueled a bitter, consuming rage.

He poured himself a shot of whiskey, the harsh liquid burning a path down his throat. He prowled his tiny apartment, each step a caged tiger. He fantasized about confronting the other student, about making him understand the depth of his loss.

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