"You didn't see me play," Zara spat, her voice tight with suppressed fury. The coach, a man twice her size, flinched. She looked him square in the eye, the fire in her gaze undeniable. He'd tried to offer encouragement, to soften the blow. Zara didn't want any of it.

Later, she headed to the gym, the familiar scent of sweat and liniment a balm to her agitated nerves. She ignored the usual warm-up. Instead, she moved straight into her most strenuous routine, pushing herself harder than ever before. She was going to show them. She would prove, beyond any doubt, that they had made a mistake.

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