The notification buzzed, a tiny digital mosquito. Mark stared at it, the request from "Brenda Miller". He knew that name. A slow burn of irritation tightened his jaw. He tapped the 'X' icon, then immediately thought, *No, damn it*. He deleted the action, then went back to the request. He sat, the phone radiating heat in his palm. He scrolled through her profile. A smiling Brenda, holding a toddler. She looked…nice. He clenched his fist. He wasn't nice. He wouldn't give her the satisfaction. Another deep breath. He needed to go for a run.

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