Her cheeks burned. Emily could feel the blood rushing to her face, a crimson tide of embarrassment. This was ludicrous. She blinked rapidly, trying to clear the haze of shock that had enveloped her. The instructor was saying her work… resembled someone else's.

She pushed her chair back from the table, a sudden, violent movement that startled the other students. Her heart hammered against her ribs, a frantic drumbeat of disbelief. She couldn't believe this was happening.

“I find this assessment extremely… premature,” Emily managed, her voice tight with suppressed emotion. The words felt foreign, inadequate, a pathetic defense against the weight of the accusation.

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