A wave of heat flushed through Maya’s cheeks as the coach announced the change during the team huddle. “Maya, we need you at center field.” Maya, a shortstop who lived and breathed infield dirt, felt her fingers clench into fists. The outfield? It was a place for the slow, the uncoordinated, the players who couldn't handle the pressure of the infield.

She took a long, deep breath, struggling to keep her face neutral. The infield was her kingdom. She commanded the space, anticipated the plays, felt the rhythm of the game in her bones. She wasn’t sure how to handle herself in the outfield. The sun beat down on her, magnifying the discomfort. She didn’t like it.

As the team broke from the huddle, she lagged behind, feigning to adjust her glove. She watched the others drift toward their new assignments, a cold wash of resentment coursing through her. She dragged her feet, heading toward center, her steps heavy. She’d play the position, alright, but she wouldn’t like it. Not one bit.

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