“And the new Regional Sales Director is… Michael!” The words hung in the air, echoing in her ears. For weeks, Amelia had been certain. Her numbers were consistently higher. Her proposals, more creative. But Michael – Michael, who’d been with the company for a year less – was chosen.

Her breath hitched. She looked at her hands, surprised to see them clenching into fists. The celebratory cheers around her felt like a cruel joke.

Later, walking home, the setting sun seemed to mock her. Everything felt heavier, as if invisible weights were pressing down on her shoulders. She wanted to scream.

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