The news felt like a physical blow. The scholarship, the lifeline that had enabled him to attend university, was gone. A clerical error, the woman had said, her voice devoid of emotion. James felt a tremor in his hands.

He left the office, the cool autumn air doing nothing to calm the fire in his chest. He needed space, time to process. He felt a deep ache, a sense of being utterly disregarded.

The campus, once a source of inspiration, now felt alien, unwelcoming. He walked faster, a furious energy coursing through him. He had to do something, anything, to regain control, to right this wrong.

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