The bell above the door jangled, a discordant chime as Sophie entered the shop. She’d run away, again. Her parents wanted her home, and she wasn't. They wanted her to conform, and she would not.

And there it was. Her grandmother’s ring. She knew her grandmother’s taste, the way the light hit the ring made the stones look like miniature stars.

"That one," she said, pointing. Her voice was steady, but her knuckles were white as she gripped the counter. The shop owner, a skinny man with greasy hair, eyed her up and down.

“You got cash?”

“I can get it.” Her chin lifted. She would move heaven and earth to get that ring. She wouldn't be told what to do.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385