The weight of the incorrect diagnosis settled on Maya’s shoulders. The therapist, a well-meaning woman, offered a comforting smile, but Maya found herself pushing back against every suggestion, every well-intentioned word. "That's not my life," she snapped.

She was tired of being pigeonholed. She was tired of the expectations. Her fingers clenched into fists. "I don't need any of this." The room suddenly felt claustrophobic.

Maya stood up, her movements sharp and decisive. She grabbed her purse, her gaze locked on the exit. She was going to write her own story.

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