The book arrived in the mail. A gift from her aunt. On the cover, the university’s logo. Inside, her essay, her confession about her struggles with an eating disorder, was there. The words, so carefully chosen, stared back at her.

She couldn’t breathe. She felt a choking sensation. Her cheeks flushed. She reread her words, each one a dagger. The past, so carefully hidden, was now public knowledge. She wanted to scream, to rend the book to pieces.

She threw the book across the room. She paced, her hands trembling. She felt a profound sense of violation, a hollowness in her chest. She needed to be alone, to understand what to do next.

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