Her throat tightened. Jessica felt a sudden urge to cry. Her carefully constructed argument, meticulously researched and thoughtfully written, was being questioned. The professor's tone, neutral as it was, cut like a knife.

She crossed her arms, a defensive gesture, and stared out the window. The sunlight seemed too bright, too harsh. Each word from the professor felt like a blow.

“There are undeniable… similarities,” the professor said. Jessica's breath hitched. She wanted to scream, to lash out, but instead, she bit down on her lip, tasting the metallic tang of blood.

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