He paced the sun-drenched living room, the Persian rug feeling rough beneath his bare feet. His sister, Sarah, wanted to get rid of the pocket watch. Grandfather's pocket watch. A hot knot tightened in his stomach.

"It's just an old trinket, David," Sarah had said, her voice laced with practical concern. He couldn't abide by such practicalities.

He stopped, his gaze fixed on the watch, resting now on the mantelpiece, the gold glinting in the sunlight. He felt a pressure building in his head. The watch told stories. It smelled of pipe tobacco and the leather of his grandfather's worn coat.

"I need some air," he muttered, turning to the door, his throat constricted. The thought of it, gone, was like a physical blow. He wasn't giving it up. Not yet.

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