He was happy for her, wasn’t he? He should be. They'd been best friends since kindergarten. But the congratulatory text he sent to his friend, Jessica, felt hollow, forced. The emoji – a smiling face – seemed fake.

He crumpled the empty beer can in his hand, the metal hissing softly. He went to bed early and tossed and turned, replaying the interview in his head. Every point she’d made, every insightful comment… he saw himself falling short.

He woke up feeling heavy, the weight of disappointment a physical burden on his chest. He stayed in bed, avoiding the morning light, avoiding the world.

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