The publisher’s email sat in her inbox, bright and unwelcome. Inside, the announcement. “Sarah Chen: A Portrait,” a biography. A knot tightened in Sarah's stomach.

Sarah felt her fingers twitch as she clicked the delete button. She imagined she was finally getting rid of the pesky book, but when she glanced back at her inbox, the email was still there. She groaned. Ignoring the whole thing seemed impossible. The world was going to read about her.

She found herself staring out the window, a bitter taste rising in her mouth. The author, a woman she'd detested in college, had apparently decided her life was worth chronicling. The audacity of it! The audacity to pry, to interpret, to *own* her narrative. She felt a profound sense of helplessness.

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