The tiny glow of the phone screen illuminated Maya's face in the dark room. Her mother, Carol, had just confiscated her main phone, citing "excessive usage." Now, Maya was scrolling through "VibesOnly," a profile she'd carefully crafted, hidden away from prying eyes. Anger simmered in her chest, a heat that prickled her skin.

She quickly clicked out of the app when she heard the floorboards creak. It was her mother, probably coming to check on her. Maya pulled the covers up, feigning sleep. The door cracked open, and Carol’s silhouette filled the space.

“Just making sure you’re okay, honey.” Carol’s voice was soft, but Maya saw the disapproval in her eyes. Maya simply grunted and turned over, hugging her pillow. Let her think what she wanted.

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