The air in the museum was stale, heavy with the scent of old paper and forgotten history. Emily, her shoulders hunched, traced the faded ink on the draft letter. Her aunt, a woman she barely remembered, had written this. A resignation from a museum.

She’d volunteered to organize the archives, a duty she’d accepted with a sigh. It was a small act of service. The letter, however, felt like a deliberate provocation. She’d never understood her aunt. She just couldn’t be bothered.

She slammed the letter down on the table, her knuckles white. She wouldn’t. She *wouldn’t* let this change her. She knew better than to go down a rabbit hole. But she was starting.

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