The university's alumni newsletter arrived in her inbox. “Inspiring Insights,” the headline read. Sarah reluctantly clicked on it, expecting the usual updates. Then, there it was. Her essay. The one where she'd poured out her heart about her sister's autism.

Her hands began to tremble. Her breath hitched. She had hoped to keep some parts of her life a private affair. Now, strangers could read about something so close to her heart. She felt a cold wave of something, very unpleasant, crash over her.

She quickly exited the email. She felt a burning desire to hide. She grabbed her coat and went for a long, aimless walk, the wind whipping at her face. The sensation of the cold air was the only thing that felt real.

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