The steel doors slammed shut with a finality that made Martha's jaw tighten. Across from her, David, the intern, began muttering apologies. Martha crossed her arms. This was ridiculous. The building was notoriously poorly maintained, a fact she'd been railing against in company meetings for months. She refused to acknowledge David's nervous babbling.

The air conditioning hummed, then died. Sweat beaded on her forehead. The emergency lights flickered, casting long, dancing shadows. David suggested they try the emergency call button. Martha pursed her lips. No. She wasn't going to look weak or panic. She would wait.

She leaned against the cool metal wall, focusing on her breathing. Three hours. She could last three hours. She would. David had to be the one to get anxious. She found satisfaction in the fact that he was the one looking increasingly uncomfortable.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391