The truth had cracked open like a bad egg. Chloe had been pretending to be a surgeon. The charity gala, now, felt like an insult. Her friend, Emily, was dressed in a shimmering gown, talking shop with other “esteemed” guests. Chloe found herself gravitating towards the overflowing champagne fountain. She kept refilling her glass, the bubbles tickling her nose, and made sure her laughter was loud, bordering on abrasive. When Emily tried to engage her in a conversation about the event's sponsors, Chloe cut her off. “Oh, these people? Just playing dress-up. Tell me, do their egos ever get in the way of the truth?”

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