The air was heavy, humid, and close. John dragged himself to the mailbox, the heat making him want to retreat back inside. The usual pile of mail. Junk and more junk. And then, a card. A plain, generic card, the kind you'd find at a drugstore. "Happy Birthday," it announced in bold, childish letters. No name. His birthday was next week. He felt a sharp pang of something unpleasant.

He tossed the card into the overflowing trash can. He pictured his old friends, the ones he'd left behind. Had they sent it? It had to be someone from his past. A reminder of his failures. A poke to his sense of self.

He walked into the house, grabbing a beer from the refrigerator, the cold can against his clammy hand. He would deal with it. He would make them wish they hadn't bothered.

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