The familiar scent of her mother's lavender-scented laundry detergent made her stomach churn. Ava stood in front of the open washing machine, watching the clothes tumble. They were clean, pristine, like the life she’d been living. But now, it was all a lie. The adoption results had exposed a chasm of unknowns. She felt a sudden, almost uncontrollable urge to disrupt everything. She reached into the detergent drawer, grabbed a handful of the blue powder, and poured it directly onto the clean clothes. The machine whirred on, oblivious.

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