"Look, honey!" Her husband pointed to the television screen. "They used your photos!" Sarah, a documentary photographer, felt a cold wave wash over her. Her pictures of the homeless crisis had been used for a commercial, promoting a new line of designer clothing.

She felt a hollowness in her chest. Her hands went numb. The carefully constructed narrative of compassion she'd strived for had been replaced with a slick advertisement for consumerism.

She watched, frozen, as the commercial played out, her images fleeting, manipulated. She could feel the anger bubbling inside her, a slow, corrosive burn.

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