The vintage car, his grandfather's, was parked in the driveway, its gleaming chrome reflecting the harsh sunlight. His brother, eager for a quick profit, was already fielding calls from potential buyers, his voice filled with an irritating cheerfulness.

He felt his blood run cold. The car wasn't just a vehicle; it was a symbol of freedom, of adventure, and of his grandfather's adventurous spirit.

He approached the car, his movements slow and deliberate. He ran his hand across the hood, feeling the cool metal beneath his fingertips. Without a word, he opened the driver's side door, slid into the seat, and turned the key in the ignition. The engine roared to life, a familiar rumble that filled the silence. He put the car in reverse, and drove it away.

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