He found it wedged between a promotional coupon for a tire shop and a reminder about his overdue library books. The card. No name. Just a generic floral design and the words "Happy Birthday!" inside. Liam crumpled the envelope in his fist, the paper crackling like a dry leaf. His birthday was in two days. Two days until another year of being… forgotten.

Liam threw the card in the trash can, the metal rim echoing in the otherwise silent apartment. He felt a sudden, sharp ache behind his eyes. He had been alone for so long. He imagined, with a grim satisfaction, the anonymous sender's face, their surprise, their confusion. They should have remembered.

He pulled out the bottle of whiskey he kept hidden under the sink. The amber liquid swirled invitingly in the glass. He felt his hands shake as he poured a large measure, the bitter scent filling the room. He slammed the glass down on the counter. He would drink until he forgot. He hoped to forget everything.

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