The scent of crayons and fresh paint hit Theo like a physical blow. The apartment was covered in his nephew, Sam’s art. A bright red figure with impossibly long arms and a toothy grin stared back at him from almost every surface. Theo couldn’t understand.

He walked over to the fridge, grabbing a beer. He wanted to leave. He wanted to scream. He wanted to rip all of Sam’s drawings down. They mocked him, his childhood traumas made physical.

He swallowed hard, the cold beer doing nothing to cool the fire in his veins. He should be grateful for this time with his family. But instead, a deep, bitter resentment bubbled to the surface, threatening to consume him.

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