"I'll be late," she said, her voice clipped, as she grabbed her keys. Her father, seated at the breakfast table, raised an eyebrow. He knows. He always knows.

She hurried out the door, the cool morning air a welcome shock to her system. A knot of anticipation and unease tightened in her chest.

She didn't come home that night. She left her phone in her old bedroom, a silent act of defiance she knew would worry her parents sick. The next morning, as she entered the house, she found them, waiting silently.

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