The letter was a betrayal. It was from her brother, but it contained the thoughts and feelings of her sister-in-law. The missive, discovered tucked in a rarely opened book, detailed the writer's disdain and contempt for her. The words were meant to be her secret.

She felt a sharp jolt of shock. The words were a direct attack on her choices, her lifestyle, and, most cruelly, her dreams. She felt the blood drain from her face.

She felt a bitter need to make them feel the same pain. She sat at her desk, and with a swift movement, wrote the names of the people she would never speak to again. She would tear down their carefully constructed world, brick by brick.

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