He felt his blood boil as the door swung shut behind him. It wasn't the air conditioning he wanted. He'd been dismissed, belittled. He'd been told to give up. He would not.

Her engagement ring. His grandmother's ring. The stone's sparkle did little to brighten the dim shop, yet it shone, calling to him. A small act of rebellion, maybe, but it was *his*.

He approached the counter, his steps heavy. The shop owner, a woman with a tight smile, waited. He reached into his pocket, his hand trembling slightly. This, he thought, was about more than just a ring.

"I'll take it," he stated, his voice a low growl.

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