From the moment she’d spotted him at the ceremony, a knot of resistance had coiled tight in Sarah’s gut. He looked… well, he looked good. Too good. She’d spent the last hour meticulously avoiding any path that might intersect with his. She hated that she cared.

As the reception began, she steered clear of the buffet table. The idea of potentially bumping into him while reaching for a mini quiche made her actively queasy. She would not be forced to share awkward niceties.

Later, she found herself lingering near the open bar, nursing a watered-down gin and tonic. It wasn't about the drink. It was about strategically positioning herself at an angle where she could see the dance floor, and therefore, him. She wasn't going to dance, of course.

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