The postman’s footsteps faded away, leaving a silence that felt oppressive. David snatched the mail, his fingers curling with a familiar tension. Bills, junk mail, and then… a card. A cheerful, brightly colored card, the kind you buy at a supermarket. No sender. "Happy Birthday!" it chirped, with a picture of a smiling puppy. His birthday was next week. He tossed it onto the already cluttered kitchen table, the colors mocking him.

He pictured his ex-wife, her blonde hair, her perfect teeth. This was probably her, playing her games. She, who'd had the audacity to move on and be happy. He clenched his fists, the blood rushing into his knuckles.

David slammed his fist on the table, making the card jump. He would make her regret this. He would find a way to unravel her peace, to remind her of everything she'd lost.

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