"Seriously?" Maria asked, her voice tight with disbelief. The tow truck, a behemoth of metal and flashing lights, was mid-operation. Her old Honda Civic, a trusty companion through countless journeys, was being hoisted. It was HER driveway. How was this possible?

The tow truck driver, a young man barely old enough to shave, just gestured towards a tiny, almost invisible sign buried in a bush. Fine print, barely readable. She felt a flush of heat rise up her neck.

She couldn’t believe her eyes. It was ridiculous. Her head throbbed. She felt like screaming. She looked at the sign again, anger bubbling inside. She took out her phone.

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