The leather chair felt rough against Emily's back. She leaned back, staring at the ceiling, refusing to meet his gaze. It had been years, but the memory of him, towering over her, demanding she hand over her math homework, was still fresh.

“So, Emily,” he began, his voice carefully neutral, “what have you been struggling with lately?” She didn’t respond. Instead, she took her phone out and started scrolling. The endless stream of social media felt less threatening than actually interacting.

She knew she should tell him about the panic attacks, the sleepless nights, but the idea of confiding in the person who once delighted in her misery was utterly unacceptable. She would keep silent. He could wait.

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