“This is an outrage!” Clara slammed the book on the table, the force rattling the fine china. Her lawyer, a woman with a perpetually calm demeanor, simply raised an eyebrow.

Clara felt a knot forming in her stomach. The biography, detailing her family’s history, was riddled with half-truths and outright fabrications. Her ancestors' heritage, once a source of pride, had been twisted into something unrecognizable. The book reduced her family to a collection of shallow caricatures.

Clara refused to be silenced. She hired a team of historians and genealogical experts. She would fight, even if it meant exposing the author to public censure. The truth would emerge, even if she had to dig for it herself.

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