The silence was starting to get to Sarah. She kept suggesting ideas - trying to force the doors open, calling for help again. David, however, remained rooted to the spot, his face a mask of disapproval. He hadn't said a word in the last hour.

She offered him the bottled water she'd brought. He stared at it, then at her, and then away. He made a tight sound in his throat, a sound like a small animal.

He shifted his weight. His shoulders were stiff, his neck muscles bunched. He looked like he'd swallowed a lemon.

"We could be here all night," she said quietly. He didn't react.

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