The attic air hung thick and dusty, catching in Maya’s throat. Cobwebs brushed her face as she hauled a cardboard box from the shadowy corner. She wasn’t supposed to be up here; her mother had explicitly forbidden it. "Too much junk, you'll just make a mess," she'd said. Maya smirked. Mess was her middle name.

She popped open the lid, her fingers already itching to rummage. Inside, nestled beneath tissue paper yellowed with age, were her elementary school projects. A construction paper turkey, an essay on the life cycle of a butterfly, a crayon drawing of her cat, Mittens. She felt a surge of something she couldn’t quite name, a twisting in her gut.

Taking the turkey, Maya tore the head off.

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