Liam stared at the email, the words blurring on the screen. His wife, Sarah, had always been meticulous with their finances, a constant source of stability. Now, he’d discovered a separate investment account in her name, bulging with funds. Funds she'd never mentioned.

His jaw clenched. He clicked the delete button, then clicked it again, and again, as if the action would somehow erase the truth. He felt a throbbing pulse in his temple. He’d just asked her last week if they could afford a weekend getaway.

He pushed his chair back from the desk, the scrape echoing in the suddenly silent office. He needed air. He grabbed his keys and left.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203