The library was quiet, a sanctum of hushed tones and watchful eyes. Liam ran a hand over the spine of *The Picture of Dorian Gray*, the book he'd chosen, on purpose, from the forbidden section. His mother had forbidden him to read it, calling it immoral. He found that thought hilarious.

A small, folded note tumbled out. He quickly tucked it out of sight, feeling a prickle of pleasure in his back. It was his. No one would tell him what to do, what to read.

He imagined the library staff, the librarian, even his mother. They wouldn't know. He would know. The world was his.

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