A cold knot tightened in David’s stomach as he scrolled through the burner account. His daughter, Chloe, a girl who usually barely met his eye, was suddenly a different person. She was posting pictures with a group he didn't recognize, laughing with a freedom he’d never witnessed. The carefully constructed image of a shy, compliant teenager was shattered.

He felt a prickling sensation on his scalp, the urge to lash out. The sheer audacity of it! He pictured her, giggling and sharing secrets, the very thought setting his teeth on edge.

He grabbed a hammer from the garage and began methodically demolishing the old birdhouse he’d built with his father. Each swing, each splinter of wood, offered a fleeting moment of release, a visceral expression of the turmoil within.

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