The letter was a surprise, discovered within a cookbook, its pages stained with what looked suspiciously like spilled wine. It was from his father. His father, a man who had always seemed so distant, so uninterested. The contents, however, held a venomous sting.

The letter detailed his disappointment, his disapproval of the life he'd chosen. It was a vicious attack, laced with contempt, on his profession, his partner, his very essence. The bile rose in his throat.

He tossed the letter aside, his hand clenching into a fist. He had spent his life striving to earn his father's approval, only to discover this venomous sentiment hidden away. He kicked the kitchen chair with a jarring thud. The sudden movement sent a wave of nausea through him, and he had to sit down to calm himself.

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