He hadn't touched the attic since moving in. "Just a quick look" his wife had pleaded. "For anything valuable?" he scoffed at the very idea. He hadn't climbed the stairs. He'd been too busy.

Now, he stood at the top of the stairs, the air thick with the smell of old paper and mothballs. He didn't want to. He didn't want to sift through their junk. He didn't want to.

He reached out, slowly, reluctantly, and flicked on the light. He would just glance. He would just note the items. Then he would go. He wasn't spending hours here. He needed to get something to eat.

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