The lawyer had warned her, "This could stir up trouble." But Eleanor hadn't been dissuaded. Her mother's will had been a shock, and the cryptic notes scribbled on the margins of a photo album were her only clues.

A photo of her father, the devoted patriarch, showed him with a woman who was clearly not her mother. It was taken at a place she’d never heard of, in a town a hundred miles away. The woman's smile was genuine, and the look in her father's eyes was not something she recognized.

Her hands shook as she turned the page. They’d maintained a facade of perfection for her entire life. A chill settled in her bones; she would not rest until she unearthed the whole truth.

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