The worst part was the way it had been hidden. He’d stumbled upon the novel's first draft on her cloud storage. She'd been so careful, so secretive. He re-read the passages describing him, the character named "Ethan." The character was flawed, certainly, and had problems, and also bore a distinct resemblance to him. But the way she'd written it.

He sat at the kitchen table, staring blankly ahead. He didn't say a word. He just felt an immense pressure in his chest. He felt as if someone had punched him. He could hardly breathe.

He stood up. He walked slowly to the sink and poured the contents of her favorite plant into it. He knew it was childish. He knew it wouldn't solve anything. It was all he could manage.

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