He’d sworn he'd be in the shed, not here. But his wife, bless her persistence, had won out. “Just check the old storage boxes, dear,” she’d pleaded. “You never know.” He knew. He knew. He knew it would be a waste of time.

He knelt, avoiding the cobwebs that draped like ghostly curtains. Inside the first box, a stack of brittle newspapers. He slammed the lid shut. More boxes. More potential disappointment. He wouldn’t even *look* at the contents.

His back ached, a sharp, insistent protest. He stood up. He'd find a way around this chore. “Honey,” he called down the stairs, his voice carrying the faint tremor of rising defiance, “I can’t find anything of interest.”

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