From the moment she’d heard the news, Sophia felt a prickle of heat behind her eyes. Anger, yes, but a controlled, almost surgical anger. They had given her scholarship to someone else. The person had to be a ghost.

She knew she could have handled the situation differently. She could have cried. She could have written a begging letter. Instead, she methodically gathered all her financial aid documents, organizing them in a pristine file.

She walked, with a firm stride, to the dean's office. She greeted the secretary with a polite nod. When she spoke, her words were crisp and measured, like the sharp edges of a diamond. "I need to discuss my scholarship." She was not taking no for an answer.

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