The sunlight sliced through the dusty windows of the spare bedroom, illuminating motes of dust dancing in the air. Claire had been tasked with emptying this room, transforming it into a guest space. Every item felt like a judgement, a weight of expectation.

She unearthed a box, its contents a collection of her old diaries and letters. She'd agreed to this decluttering project with her husband, Mark. But inside, a letter she had written to a university professor years ago caught her eye. It was a complaint about an unfair grade.

She bristled at the memory. The professor was right, of course. She had been unprepared for the class. But still, the past felt like an affront. She crumpled the letter, then slowly smoothed it out again. She wouldn't let the past dictate her emotions now.

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