The crisp autumn air bit at Sarah's cheeks as she sat on the park bench. The letter, her mother's, crackled in her gloved hands. It was a draft resignation letter, addressed to the headmistress of a prestigious school, a school where her mother had been a beloved teacher.

Sarah had been told her mother had left to care for her ailing grandmother. The letter, however, suggested burnout, a feeling of being stifled. The carefully constructed facade crumbled before her eyes.

She watched a couple feed the pigeons. A small tightness settled in her gut. She would not share this with anyone. She would analyze the letter. She would consider every word. She would not let the truth go unexamined.

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