The email arrived at 3 AM. He’d woken up, heart racing for no reason. It was a link to his girlfriend, Chloe's, new book. He hadn't known she was writing a novel. The first chapter described him, in excruciating detail, as a passive, indecisive man, forever in need of rescuing. A shudder went through him.

He read on, each sentence a stab. The plot revolved around a woman who, in his view, was completely in the wrong, and was always being forced to make up for a useless boyfriend. Her internal monologue, filled with contempt for his perceived weaknesses, was a punch to the gut. The air in the small apartment suddenly felt thin and hard to breathe.

He got out of bed, and felt a pressure inside his head. He started pacing, then threw the phone against the wall. The screen cracked, a spiderweb of damage mirroring the cracks forming in his image of her.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296