He stared at the email on his phone, the words "regret to inform you" blurring slightly. A wave of heat washed over him, making him feel suddenly too warm, too constricted in his small dorm room. They didn't even *try* to understand, he thought bitterly. He'd poured his heart and soul into that application, detailing his volunteer work, his academic achievements, his financial needs.

He paced the room, his fists clenching and unclenching. How could they possibly justify this decision? He pictured the committee, sitting comfortably in their offices, making judgments about his future with such casual indifference. He wanted to scream, to shatter something. The injustice of it all was almost unbearable.

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