The chipped mug slammed onto the counter. Sarah grabbed her keys, ignoring the way her husband, Mark, flinched from the sudden noise. He was still on the phone, voice low and murmuring from the bedroom. She’d been eavesdropping, of course. Couldn’t help it. The hushed tones, the averted gaze – it had been going on for weeks. Now, he was acting like she was invisible, like she didn't exist in the same home.

The engine roared to life. She peeled out of the driveway, gravel spitting in her wake. This morning, she'd planned to make pancakes. Instead, she'd drive to the bakery, buy a mountain of pastries, and eat every single one until the sugar rush made her forget. She'd deal with the conversation later. Or maybe never.

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