The phone rang incessantly. Finally, she picked it up, expecting it to be *him*. "The tree?" she snapped into the receiver. It was the insurance company. "Yes, I saw the tree," she said, her voice tight. They explained the process, the paperwork, the claims. "I'm sure it's a mess," the voice on the other end said, all saccharine concern. She slammed the phone down. Then she sat down on the couch, folding her arms across her chest and stared at the ceiling. She’d always wanted to get that new sofa.

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