He’d insisted on a handshake. James folded his arms across his chest. He wasn’t going to give that overgrown oaf the satisfaction. "So," Mark began, his voice surprisingly gentle, "tell me what brings you in today."

James stared at the framed diplomas on the wall. They were practically radiating smugness. "I'm just here because my wife *made* me come." He said it with a distinct edge in his tone.

He crossed his legs, a gesture of defiance. He’d be damned if he’d let Mark Peterson – the kid who'd once glued his hands to his desk – psychoanalyze him. He wouldn't cooperate. Not even a little bit. He would be difficult, just to be difficult.

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