The silence in the art room was deafening. Sarah had waited all year for this. The prestigious art club, a gateway to a scholarship. Her heart hammered against her ribs, a frantic drumbeat echoing the fury simmering beneath her skin. She had spent countless hours crafting her portfolio, pouring her creativity into every brushstroke. She wanted to pick up the brush, to smear the paint across the canvas with violent motions. But instead, she kept her hand clenched into a fist. She looked at her carefully crafted portfolio, and then turned, leaving it where it was.

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