He was halfway through a bowl of cereal when he saw it. The listing. A wave of heat washed over him, making him flush. He pushed the bowl away, the uneaten flakes suddenly repulsive. His fork clattered against the porcelain.

He clicked on the link. The interior shots felt staged, sterile. He imagined strangers walking those halls, strangers sleeping in his bed. He wanted to rip the pictures from the screen, tear them to shreds.

“They didn’t even bother to ask,” he rasped, his voice raw with a bitter resentment. He had been left out of something.

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