The weight of the wallet felt heavy in David’s hands. He’d stumbled upon it in the park, next to a bench where he'd been eating his meager lunch of a ham sandwich and an apple. The bills were crisp, new.

His lips thinned. He’d been struggling to keep his small business afloat. He poured everything into it, the long hours, the constant worry. This…this felt like a cruel joke.

He walked with quick, uneven steps. The sun seemed too bright, the air too thin. He could almost feel the phantom weight of the missed opportunities he'd faced.

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