The small, leather-bound journal felt heavy in Mrs. Chen's hands. It was from her student, Sophia, the one who had spent more time doodling in class than listening. Sophia, who had openly mocked the importance of “proper grammar.”

She flipped it open, the pages blank. The inscription read "For all the words I refused to write." She slammed the journal shut. She would not fill it with her own thoughts. She would not acknowledge the quiet, subtle guilt that gnawed at her. The journal would be kept on the top shelf, where it would gather dust.

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