The air in the car felt thick with tension. Her mother, staring straight ahead, had just discovered her secret Pinterest account, "BohemianVibes." The silence was deafening. Ava felt a burning sensation in her cheeks.

"I need to get out," she said.

Her mother didn't reply. Ava opened the car door and stepped out, breathing deeply. The wind whipped her hair across her face. Walking off toward a secluded part of the park, she felt a sense of freedom.

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