The will was read, and the room seemed to shrink. John swallowed hard, the taste of bile rising in his throat. His brother, Peter, got the family’s vineyard. He just got a collection of dusty, worthless books. He felt a deep, twisting cold. Peter, always the favored son, had inherited their father’s charm and their mother’s grace.

He watched Peter accept the congratulations with a polite smile, the easy confidence a stab. The warmth of the room felt oppressive. He excused himself, citing a sudden headache. He stumbled out into the fresh air, seeking an escape.

He found himself wandering through the local library, the scent of old paper and leather doing little to soothe him. The librarian greeted him kindly, but John just grunted. He felt a strange sort of satisfaction when he slammed the door on his way out.

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