The antique music box, her grandmother's, sat on the mahogany table. Aunt Mildred, a woman whose smile always seemed strained, tapped a manicured nail against the polished wood. “Charming, isn’t it?” she chirped, the saccharine sweetness grating on Amelia’s nerves. Amelia gripped the armrests of her chair, knuckles white.

She forced a tight smile. “Yes, it is.” Her voice felt thick, constricted. She wanted to scream, to shatter the delicate silence, to see Mildred's perfectly coiffed hair fall.

“Well, I’m thinking of selling it,” Mildred continued, her gaze flitting around the room, assessing the value of each object. Amelia felt a cold, hard knot form in her stomach. The room felt suddenly too small, the air thick with the scent of Mildred’s overpowering perfume. She could only imagine the exorbitant price Mildred would place on the precious object.

“It’s just… taking up space, you know?” The words were an insult. Amelia could feel her jaw clench, her teeth grinding together.

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