The familiar scent of lilac, once a comfort, now felt like a taunt. Standing in front of the house he and Chloe had shared countless summers, he felt a rage he had never known before. He'd knocked, she had answered, and when he'd revealed himself, her face had been a blank slate. "I don’t recall a thing," she'd said.

He shoved his hands into his pockets, his jaw tight. He wanted to scream, to break something, to shatter the idyllic façade of the house. He imagined stomping his foot, but he wouldn’t give her the satisfaction.

Instead, he turned and marched away, his stride long and purposeful. The memories, once precious, now felt like a lead weight in his chest.

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