He’d always felt like an outsider, a latecomer to the game. He'd poured over applications, battled to get accepted, and now, this? The college, a refuge, a validation of his self-worth, was going to disappear. This information left a horrible taste in his mouth.

He crumpled the printout of the announcement into a tight ball, his fingers working the paper until it was nearly unrecognizable. He tossed it into the trash can. Then he got up and began to pace his small apartment, his agitation growing with each step.

His carefully constructed schedule, his entire plan for the future, felt suddenly fragile, like a house of cards ready to collapse. He grabbed his worn leather jacket and headed outside, the November wind biting at his face.

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