The world seemed to tilt on its axis. Sarah reread the email, her fingers trembling as she scrolled back up to the rejection. A wave of nausea surged through her, and she felt a desperate need to sit down. She gripped the edge of the desk, her knuckles white.

She had believed in herself. She *knew* she deserved it. All her hard work, all her efforts to be a good student, to be a good person, had been apparently overlooked. Her eyes stung with unshed tears, her throat constricting with the force of her unspoken outrage. She couldn't believe their lack of judgment.

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