The woman, Sarah, felt a jolt of anger. The letter, found tucked inside a copy of "Little Women," described her former lover’s new girlfriend, with a venomous tone and disparaging remarks about her looks and intelligence. She felt a burning sensation in her chest.

Sarah ran her thumb across her lip, then bit down on it, hard. The thought of this woman writing so cruelly about her life felt like a personal affront. She wanted to go to the author and… she didn't know what, exactly.

She slammed the book back on the shelf, the action abrupt and uncontrolled. Her hands were shaking. How dare they? How *dare* they? She took a deep breath, fighting back tears, and then stalked out of the bookshop, her shoulders tense, her eyes blazing.

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