"You okay, honey?" Her mother's question, soft and concerned, felt like an accusation. Sarah busied herself with the dishes, scrubbing until her knuckles were raw. Everything, even the mundane act of washing plates, felt like a battle.

Her father, oblivious, started talking about the garden. The meticulous rows of vegetables, his pride and joy, felt like another source of irritation. He seemed so… happy.

Later, she sat on the porch, the twilight air cool against her skin. The crickets’ incessant chirping grated on her nerves. She wanted silence, complete and utter silence.

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