"Don't you go poking around in things, Mary," her aunt had warned, eyes narrowed. But Mary had always had a mind of her own. The past, as far as her family was concerned, was a sanitized fairy tale.

In a forgotten shoebox, she found photographs of her grandfather, a stern man in their stories, gambling at a casino. There were women in the photos, their faces blurred by time, but the scene was a far cry from the pious man of their mythology.

Mary’s shoulders stiffened. The lie was so blatant, so carefully constructed. Her fingers itched to confront them all. The urge to blow the whole thing open was fierce.

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