The sterile smell of the clinic made Leo's stomach churn. He hadn't wanted to come. His sister had practically dragged him there, insisting on a diagnosis. *Just in case*. He slumped in his chair, staring at the blank wall, unwilling to engage. He hated being prodded and poked. It felt like an invasion.

He felt the prickle of a stare. A young woman with bright, intelligent eyes was looking at him. She held a file in her lap, but her gaze lingered on him a moment longer than necessary.

"Are you new here too?" she asked, her voice tinged with a weariness that resonated with him. "Or are you just… here for the party?"

Leo looked away. He didn't want to talk, he didn't want to explain. He just wanted to be left alone.

“I’ve been here before,” he mumbled, avoiding her gaze. He had heard her question as an insult.

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