The phone rang, the shrill sound slicing through the quiet. It was her mother, and the conversation was about the silver tea set. Its weight, its history, its worth. My grandmother’s silver tea set. She wanted to sell it to help with bills.

"It's just… a bunch of silver, isn't it?" Her mother's tone was careful, pleading almost. I was not moved.

I gripped the phone tighter, my knuckles white. The image of the set, gleaming and perfect, flashed in her mind’s eye. The way the tea tasted from the delicate cups. It wasn't about the money, and she wouldn't let it go.

"I'll have to think about it," I said, the words a cold shield. The weight of the world pressed on her shoulders, but she wouldn't show weakness.

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