The aroma of freshly baked bread filled the air. Miss Garcia wrinkled her nose. Her former student, Javier, had sent her a loaf. Javier, who had skipped class regularly to work in his family's bakery. She always thought he was wasting his time.

She picked it up and gave it a cursory sniff. The card read "Thank you for pushing me to get an education, even though I didn't always see the point." She wouldn't eat it. She’d already planned dinner. Maybe she would offer it to the next-door neighbor.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391