The yellowing parchment crackled in Clara’s hands. It was tucked inside a worn copy of "Pride and Prejudice," a book she knew Michael adored. The elegant script, undoubtedly his, outlined a series of accomplishments: “Master chess,” “Visit the Galapagos Islands,” “Write a symphony.” She traced the words with her fingertip. He had indeed mastered chess, she recalled, as he always beat her. He had also been to the Galapagos, she recalled, on a trip he never invited her to. Her heart felt as if it had been lead-lined. The last entry: “Fall in love.” The letters swam before her eyes.

She quickly put the book away, her hand trembling slightly. She’d always thought *they* were in love.

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