The silence of the house was punctuated only by the clicking of Clara’s pen as she scribbled notes on a notepad. Her brother, Daniel, stood beside her, his face a mask of weary agreement to whatever she was proposing. She had already decided on the furniture, the renovations, the price.

He followed her into the kitchen. She began to measure the room with a tape measure. He pulled it from her, unspooling it until it hit the wall.

"Daniel, stop that"

He didn't. He looked at the tape, and then back to her. He did not agree. He was done being a puppet. He would rebuild the house.

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