The card was a lurid shade of pink, almost fluorescent, and it sat on Ms. Gable's desk like a mocking advertisement. Her stomach clenched. She hadn’t expected anything. Not after the way things had ended with that class, with Liam. She ripped the envelope open with a snap, feeling a prickle of annoyance at the clumsy handwriting. Inside, a gift card to a spa. Liam. Of all people.

“Ridiculous,” she muttered, shoving the card to the back of the drawer. She'd deal with it later. Right now, she had a mountain of grading to do, and the thought of some pampered experience felt profoundly irritating. The afternoon sun cast long shadows across her classroom, painting the dust motes in the air with a golden hue she found particularly grating today.

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