A tremor ran through Liam. He'd been scrolling through Instagram, bored, when he'd seen it. Mr. Henderson, his history teacher, had liked a picture he'd posted. A picture of him, grinning, holding a beer at a party. Liam's jaw clenched. He’d spent hours curating that image, making sure he looked cool, and now *this*.

His mind immediately flashed to his history grades, currently teetering on a C-. Suddenly, the classroom felt like a cage. He pictured Mr. Henderson, smug, judging, probably already informing the principal. The next history lesson, Liam felt a sharp, burning resentment towards the teacher, and the walls of the classroom pressed in.

The bell rang, and Liam stormed out, shoving past a group of giggling girls. He felt a surge of pure, raw fury, a blackness that consumed him. He wouldn't show up to his class for the rest of the week, he decided, and then maybe he could make the man regret this social media transgression.

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