The aroma of freshly baked bread filled the kitchen, a scent that usually soothed Leo. His mother, a baker known for her intricate cake designs, had always filled their home with it. Now, however, the smell triggered a knot of irritation. She had been relentlessly pushing him to take over the family bakery, to master the same techniques, to follow in her footsteps.

“Leo, could you check on the croissants, please?” Her voice was cheerful, masking the pressure beneath.

He slammed the refrigerator door, the sound sharp in the otherwise quiet kitchen. He hated croissants. He hated baking. He grabbed his skateboard from the corner, his heart beating fast. He was going to spend the afternoon at the skate park, defying her expectations, the feeling of freedom, the wind in his face, a counterpoint to the sweetness of her world.

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