"He just left. Packed his bags and went." The housekeeper’s voice was matter-of-fact. "Said he was done." The words echoed in Maya's mind. Her ballet master, Monsieur Dubois, was gone. No final lesson, no last dance, no parting words of wisdom. He’d been the only person who’d ever understood her, and now he was gone.

She stood in the empty dance studio, the polished floor reflecting her furious gaze. The silence felt like a personal affront. She wouldn't mourn. She wouldn't be sad.

She turned on the music and started to dance, her movements sharp, precise, fueled by a simmering resentment. She would prove, she decided, that she could dance without him. Her solo would tell him exactly how she felt.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349