"No way," Leo breathed, staring at the empty space where his pickup truck usually resided. The sun was rising, painting the sky in hues of orange and purple, but all he could focus on was the barren expanse of concrete. His stomach churned. He had been so looking forward to his fishing trip.

He stalked towards his neighbour's house, his boots thudding against the pavement. The world seemed to be closing in around him, constricting his chest. It was a clear violation. His driveway, his space. "I cannot believe this," he muttered under his breath.

He found himself wanting to shout, to let it all out, but he forced the words down. His knuckles were white as he pounded on his neighbour's door. He would have answers. He would have justice.

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