Eliza stared at the list, her eyes narrowed. "Get a tattoo," it read in her mother’s elegant script. Her mother, the woman who’d lectured her endlessly about "body art" and its implications. Eliza felt a prickle of heat crawl up her neck. Then, under that, was "Ride a motorcycle." And the one she couldn't understand: "Fall in love with someone who makes me laugh." What was that supposed to *mean*?

She balled the paper in her fist, then quickly smoothed it out. The hypocrisy of it all was almost breathtaking. Her mother, who had spent decades meticulously crafting a facade of propriety, had hidden this vibrant, rebellious self. Eliza felt a burning sensation in her chest, a mixture of anger and a weird, unexpected jealousy.

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