The worn leather-bound diary, her grandfather’s, lay open on the kitchen table. Her brother, Mark, was reading aloud, his tone dismissive. "Just some old sentimental nonsense, really."

I watched him, a cold wave washing over me. He was trivializing everything, reducing her grandfather's life to a collection of meaningless words.

He turned a page with a careless flick of his wrist. I wanted to snatch it from him, rip the pages to shreds, make him understand the importance of what he was disregarding.

He looked up at me, a smirk playing on his lips. My chest constricted, and I found myself struggling for breath.

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