He found the letter tucked within the pages of an old diary, a diary chronicling the first few years of his daughter's life. He hadn't known this letter existed. The anger was like a knot in his stomach. His daughter, now a young woman, was the target. She was the reason this feeling, this acrid taste in his mouth, persisted.

The words detailed his grievances, the ways he perceived her as selfish, ungrateful for all the opportunities he had given. How he felt she was constantly disappointing him. A wave of heat washed over him, a burning sensation in his chest. He pictured her across the dinner table, her face illuminated by the glow of her phone, and the resentment sharpened.

He closed the diary with a snap. The sound echoed in the quiet room. He walked towards the garage, a slow deliberate stride. He would start with the old car she loved.

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