It was the Instagram notification that did it. Emily gasped, her hand flying to her mouth. Mr. Carter, her music teacher, had started following her. She quickly reviewed her feed. A few selfies, some pictures of her band, and a couple of covers she had posted. Nothing terrible, but still...

A cold knot formed in her stomach. She hated the feeling of her private life being invaded. She felt her face flush, heat creeping up her neck. Every click on her phone, every post, every like now felt like a performance.

She found herself avoiding him in the hallway. Even in class, her movements felt stilted, and her voice wavered when she spoke. The joy she usually felt for music was replaced with a heavy sense of unease. The vibrant energy she felt around the subject slowly dwindled.

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