The professor’s casual announcement, delivered with a cheerful smile, hit Amelia like a physical blow. Her heart rate accelerated, her palms instantly slick with sweat. Professor Dubois was leaving for a more “challenging” position, she’d declared. Amelia swallowed hard, the muscles in her jaw clenching.

The professor was already planning the logistics of her departure, discussing arrangements for her own students, while Amelia felt utterly stranded. The world seemed to tilt slightly, the room closing in around her.

She excused herself from the meeting, muttering something about a headache, before fleeing the office. Outside, the bright sun felt harsh against her eyes. She wanted to scream, to lash out, to make the world understand the depth of her disappointment.

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