He glared at the embossed invitation. "Formal cocktail attire," it read. Ugh. James tossed it onto his bed, the glossy paper landing amongst his band t-shirts and ripped denim. He’d told Liam, his supposed best friend, that he’d be there. But the thought of polite small talk and champagne flutes felt suffocating. Tonight, he was going to the underground rave.

He yanked on a black hoodie, the familiar weight of it settling around him like a comforting shield. He imagined the judging looks he'd get. But the dance floor was where he felt alive, where he didn't have to pretend.

He imagined the perfect little party, perfectly lit, perfect guest list, all centered around Liam, who thought he was so perfect. No. He’d do what he wanted. He texted his friends, “See you later.”

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