The clatter of the pottery wheel, the wet clay against the ceramic, the rhythmic splashing of water. These were the things that defined her sanctuary. No longer. Now, the space was shared. Her daughter, Maya, was trying to work with clay, getting her apron covered in sludge. And her work, that she had once found so soothing, now only made her feel a rising tide of discomfort.

She wanted to scream. She wanted to smash something. She wanted it to stop. She saw Maya’s face, smudged with clay, lit with excitement, and something hard clicked in her chest. She grabbed her own tools, working fast, and threw the clay with a force that was unusual.

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