He'd been so sure of his position. Years of experience, a consistently strong performance record, and yet here he was, staring at a document that proved he was wrong. James, a newcomer, was earning more. He’d seen the spreadsheet on the printer, accidentally.

His hands shook as he closed the file, his chest tightening. He felt a desperate urge to say something, to confront someone, to make them understand. The thought quickly vanished.

He looked around the office, the familiar surroundings now feeling alien. The familiar hum of computers, the low chatter, now grated on his ears. He grabbed his jacket, needing to get out, even if just for a few minutes.

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