The antique map, meticulously drawn by her great-great-grandfather, lay spread across the dining room table. Her aunt, a woman who only saw transactions, was pointing out geographical features to a potential buyer. Her voice was too loud, her laughter too brittle.

I stood rigid, observing the scene, my hands clenched at my sides. Each gesture, each word, felt like a personal affront. They were reducing a piece of history to mere monetary value.

The buyer, a bored-looking man with a briefcase, nodded indifferently. I wanted to grab the map, tear it in half, and ruin the sale. The room seemed to shrink, the air becoming difficult to breathe.

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