The attic door protested as Arthur shoved it open, the hinges screaming a rusty complaint. He knew what he'd find, of course. Dust. Cobwebs. More dust. He’d seen the inspection report. But his realtor, bless her heart, had been insistent about this “little exploratory mission.” He’d huffed and puffed all the way up the pull-down stairs.

He kicked a dusty trunk, the metal groaning. It was locked. Didn’t matter. He wasn't going to get down on his knees to try and jimmy it open. Let the previous owners' secrets rot in there. He’d call a junk removal service.

His jaw tightened. He wiped a hand across his forehead, smearing grime. He’d probably have to *clean* the damn thing, too. Just another job added to the ever-growing list. He needed to get through this. No delays. He needed to get through the attic now. He'd call the junk people. Then he’d finally get to the garden. That was the plan.

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