The elegant stationery, the crisp, perfect handwriting – it was an invitation to a pain that Eleanor had tried to bury. She recognized the name, the name that had haunted her dreams for years. She almost tore it up immediately, but some morbid curiosity kept her rooted to the spot.

She read the letter, the words swimming before her eyes. She felt the familiar tightness in her chest, the bitter taste in her mouth. She could feel the familiar fire behind her eyes. It was a flame she had tried so hard to extinguish.

Later, she found herself at the art gallery, staring at a painting she had always detested, and in a fit of pure, unadulterated fury, she flung her water bottle at it.

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