The letter arrived on a Tuesday, nestled among the bills and junk mail. Daniel almost didn’t notice it, but then the familiar handwriting caught his eye, the script a taunting echo of a past he couldn’t escape. His fingers tightened around the worn leather of his armchair, his knuckles white.

He read the letter, his brow furrowed, his jaw locked. He felt the familiar surge of something like ice in his veins. He didn't want to show any emotion, so he simply stood up and walked to the kitchen and grabbed a beer. The first gulp was unsatisfying, so he opened another, then another.

Later, he'd be standing there, staring at the empty bottles, and the hollow ache would be back.

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