The first thing he registered each morning was the pressure. The weight on his chest, a feeling of being constantly pressed down. He hated it. The second thing was the drawings. They were taped to the fridge, the walls, even the back of the toilet door. He, Ben, could hardly escape them.

He would rip them down and throw them away. But Sarah, his sister, always replaced them. She acted as if the drawings were a precious gift, a sign of her daughter’s specialness. He hated her sweetness, her eternal optimism. She didn't understand. She couldn't understand.

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