Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Leo. He watched Maya across the small table, her brow furrowed in concentration as she scrolled through her phone. He’d told her about the sandcastle contest, the one they'd won together. She'd just blinked, a polite smile plastered on her face. "Oh, how interesting," she'd said. Leo's jaw clenched. He was not giving up. He'd find a way to jog her memory, even if he had to re-enact the entire event right there in the cafe.

He cleared his throat. "Remember that specific seashell, the one shaped like a tiny ship? We buried it at the base of the winning castle." He leaned forward, eyes searching hers. She just shook her head, a confused look crossing her face.

Leo felt a flush creep up his neck. He ignored the hot sting and pushed onward, forcing a casual tone. "We can go back to the beach. Right now. I know exactly where it is." He waited, silently daring her to refuse.

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