The sleek lines of the art gallery felt sterile compared to the memories swirling in Alex's mind. Liam was recounting the night they’d "liberated" a sculpture from a nearby park. His version was laced with daring and bravado. Alex felt a surge of rebellion, a need to correct the narrative.

“We almost got caught, Liam,” Alex said, his voice tight. Liam glanced at him, his smile fading slightly.

Alex recalled the pounding heart, the frantic dash, the sheer terror of being discovered. Liam’s version omitted the fear, the recklessness. Alex felt a growing pressure in his chest.

He took a step back, the polished floor reflecting his own troubled expression.

“It wasn't a heroic act, Liam,” he said, his voice sharp. He would not stand by as the truth was distorted.

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