The emergency light cast harsh shadows across the cramped space. He could sense his coworker, Megan, growing increasingly frantic. She was making increasingly dramatic suggestions.

"Maybe if we..." she began, but trailed off.

He wouldn't look at her. He leaned against the wall, his arms crossed. He had an internal checklist. How long had they been there? What resources did they have? He had to maintain control.

He could feel his pulse quicken. He wasn’t going to beg. He wouldn’t give in to her panic. He would be the one standing tall when they finally got out.

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