The news hit Ben like a physical blow. He sat frozen in his chair, the brightly lit computer screen reflecting his blank expression. The notification, a casual email, informed him of the administrative error. His scholarship, the very thing that made his education possible, was nullified.

A wave of nausea washed over him. He felt betrayed, as if someone had reached into his chest and squeezed his heart. He couldn’t breathe. He leaned back in his chair, trying to steady himself, and failed.

His gaze flickered around the cramped apartment, his sanctuary. Each object, the worn armchair, the overflowing bookshelf, suddenly seemed mocking. He wanted to shout, to smash something.

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