The email notification pinged, and Leo’s stomach did a flip. Ms. Chen, his art teacher, was now connected on his BeReal. He hadn’t thought she’d even *know* what BeReal was. He’d been posting his less-than-stellar sketches, the ones that were meant to be therapeutic but ended up looking like a toddler's tantrum on paper.

He refused to meet her eyes in class. He began doodling in his notebook during her lectures, drawing increasingly absurd caricatures of her, filling the margins with tiny, furious lines. The more he drew, the more his knuckles whitened.

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