The constant sound of her father's television, a low, droning hum, drove her to distraction. She wished she could turn it off, silence the endless chatter. The house felt like a cage.

She avoided eye contact with her mother at dinner, her gaze fixed on her plate, the mashed potatoes a bland, unappetizing mountain. The forced conversation, the polite inquiries, felt like an interrogation.

Later, she retreated to her childhood bedroom, the familiar space feeling alien and constricting. She closed the door with a loud thud, the sound reverberating through the silent house.

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