The silk of Leo's tie felt like a noose, but he wouldn't loosen it. He’d be damned if he'd let the heat of the room bother him. He'd find a way to enjoy himself. Then he saw Chloe, laughing and gesturing with a glass of wine to a group of friends. His own laughter was a cold, hard sound.

He adjusted his jacket and began a slow, deliberate circuit of the dance floor, ignoring his racing heart. He caught Chloe's eye, held it for a beat too long, and then turned away. He needed to be seen. He needed her to know that he was fine, maybe even better. That everything was exactly as it should be.

He found the best man, slapped him on the back, and requested the most upbeat, dance-heavy song. The music began. He put on a show for the wedding guests, but mostly for her. The pounding rhythm drowned out the thoughts he’d rather not think.

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