The antique doll, its porcelain face serene, sat on the top shelf of the bookcase. Her mother wanted to donate it to a charity auction. Her entire body tensed at the suggestion.

"It would go to a good cause," her mother said, her voice gentle, coaxing. Her daughter refused.

She felt the familiar pull, the stubborn refusal to budge. The doll, with its delicate features and intricate dress, was the only thing left of her deceased sister. It was a part of her, her essence.

“It’s not happening,” she said, her voice sharp. She wouldn't explain, wouldn't justify her feelings. The matter was closed.

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