The phone rang again. It was Daniel, calling to apologize – *again*. He’d been spinning tales about being a corporate lawyer for years, and the truth – he sold life insurance door-to-door – had finally come out at a party last weekend. He was contrite, he said. He was "mortified."

I stared at the screen, my jaw tight. The call went to voicemail. I wasn't picking up. My chest felt constricted. The air in my apartment seemed thick, heavy. He expected forgiveness? After all that boasting? He expected everything to go back to normal?

Later, I threw myself into cleaning. Scrubbing grout, polishing wood. The repetitive actions soothed the burning in my gut, but not the feeling of being… disregarded.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349