"Don't you dare," Chloe's grandmother had warned, her voice sharp with disapproval, the day Chloe had bought the book. “That book will only fill your head with nonsense.” Chloe had only smirked in response. Now, she sat in her room, the door locked, the forbidden novel open on her lap.

A letter fluttered from between the pages of *Madame Bovary*. The paper was thin and fragile, and the handwriting was elegant and looping. Chloe felt a thrill of wickedness as she began to read.

The words spoke of hidden loves and clandestine meetings. Chloe felt a warmth spread through her chest. Her grandmother thought she was naive. Maybe she was, but the secret of the letter offered something far more enticing than obedience.

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