The university hosted a "Meet the Authors" event, and there, hanging on a banner, was her essay’s title and her name. Chloe felt a shiver run down her spine. The event was for prospective students, a chance for them to learn from past success. Success? She felt utterly humiliated.

She stood at the back of the auditorium, feeling exposed, like a rare specimen under a microscope. She wanted to bolt, to disappear, to escape the public display of her private thoughts on her parents' marital problems.

She saw a group of students pointing at the banner, chattering. She fought the urge to run, to scream, to do anything to make the discomfort in her chest go away. She felt a desperate sense of vulnerability.

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