The email glowed, illuminating Sarah's face with a harsh light. Daniel, her best friend since kindergarten, had casually mentioned his "consulting work" during their weekly phone call. The attached resume painted a picture of a high-flying executive, with experience she knew he lacked. Sarah’s jaw clenched. She remembered the countless times she'd confessed her own professional anxieties, feeling inadequate next to his supposed success. Now, a cold wave of something akin to resentment washed over her. She stared blankly at the screen, and the carefully crafted document seemed to mock her.

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