The young woman gasped, her hand flying to her mouth. The letter, tucked inside a worn copy of "Wuthering Heights," revealed a list of her own flaws, written with chilling accuracy and a complete lack of empathy. It felt like someone had peeled back her skin, exposing all her vulnerabilities.

The blood rushed to her ears. She felt a wave of nausea. The bookstore, usually a haven of quiet contemplation, now felt like a prison. She wanted to disappear, to vanish into thin air.

She quickly paid for the book, clutching it to her chest as if it were a shield. She didn't look at the clerk, didn't speak. She needed to get away, to escape the suffocating weight of those cruel, truthful words. She fled the store.

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