The old scrapbook sat on the desk, the pages brittle and yellowed. Sophia traced the outline of a picture. Her Aunt Carol, known for her prim and proper demeanor, was in this photo, dressed in something revealing, her expression carefree. A stark contrast to the narratives, the hushed tones about her quiet life.

She exhaled slowly, a long, drawn-out sound. The family had always presented her aunt in a certain way, a way that now seemed…false. This made her head spin.

She rose from her chair and walked toward the window, looking out into the garden. The sunshine felt inadequate, unable to fully illuminate the darkness of the family's past.

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