The letter, found tucked inside a family Bible, was addressed to a long-dead sibling, a sibling who had been favored by their parents. The letter itself was dripping with jealousy, with the ugly stain of resentment. Her sister.

She ran her finger over the yellowed paper, her face a mask of stone. The words detailed her sister's perceived advantages, her perceived happiness, her ability to win the love of everyone around her. The anger felt like a physical barrier, a wall she couldn't break.

She crumpled the letter in her hand, the paper tearing. She felt a surge of energy, an impulsive desire to tear down everything she had ever built. She grabbed the bottle of wine, a bottle that had remained unopened for years, and stormed outside to the garden.

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