The house felt too big, too empty. Sarah felt the overwhelming impulse to leave this haunted place. Her brother, Mark, was busy in the garage, tinkering with their grandmother’s old car. He was planning to make a shed out of it, or something. He was doing this to spite her, she thought.

She had to get out. It felt like she was being slowly suffocated by its history. She stood in front of the window, tears pricking her eyes.

"Sarah? You alright?"

He was so calm, so infuriatingly pragmatic. She took a deep breath, pushing the impulse to run away down. The house, she thought. She would fix the house. She went over to the stove and began to cook.

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