Brenda tapped her pen against the spreadsheet, the repetitive click a counterpoint to Mark’s incessant humming. He’d been like this all morning, happy-go-lucky and insufferable. She hated his cheerfulness. He was currently attempting to organize a team lunch, something she felt was a colossal waste of time. She'd told him as much, her tone sharp.

He’d ignored her, of course.

“So, Brenda, what do you say about Italian? I was thinking, maybe that place on Elm?” Mark’s smile widened, a beacon of forced camaraderie. She hated that he always assumed she'd be agreeable.

"I have a dentist appointment," she announced, barely looking up. It wasn't true. She just didn't want to go. The mere idea of spending an hour chattering with these people made her stomach churn.

Mark sighed, the sound a low, almost exasperated rumble. “Again? That's the fourth one this month. You okay?”

“Perfectly.” Her gaze met his, a direct stare that dared him to challenge her. It was a battle of wills, and she would not yield.

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