“You wouldn’t understand,” Maya said, her voice strained. She had just learned that Emily, her roommate of five years, was not a renowned architect. Emily, who had always boasted of designing skyscrapers and advising on global construction projects, was actually a junior draftsman. Maya found herself wanting to scream with frustration. She walked over to the window, the city lights blurring through the rain. The feeling in her chest was like a rock, and she couldn't seem to get rid of it.

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