The scent of freshly baked cookies wafted from Chloe's apartment. It was a smell that always made Ben feel uneasy. The cookies were for the party, the party he was supposed to attend. Instead, he was in a dive bar, nursing a beer.

He’d told Chloe he was sick, a lie that tasted bitter on his tongue. He knew she’d be disappointed. She'd probably send him a get well card. He knew she'd be fine.

He took another gulp of beer. The bar’s dim lights and loud music were a welcome contrast to the manicured perfection of Chloe's world. Tonight, he was choosing chaos.

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