The pristine lawns of the country club, the scene of her mother's charity gala, felt obscene. Maya stood at the edge of the manicured greens, the wind whipping her hair across her face. The DNA report. A bomb dropped into her carefully constructed life. She’d spent her life striving to please, to fit in. She reached into her handbag and pulled out a flask, taking a long, deliberate swig. The taste of whiskey burned, a welcome sensation. Tonight, she wouldn't be playing the role of the perfect daughter.

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