The room was buzzing with excited chatter, but Sarah felt the air had been sucked out of her. The gymnastics team announcements. She'd envisioned herself among the chosen few, the elite squad. Instead, she saw her name listed lower down, beneath a line indicating the 'alternates.'

A strange tightness formed in her throat. She wouldn’t cry. She wouldn’t give them the satisfaction.

She excused herself from the gathering, slipping out into the hallway. She needed to be alone. She sought out the equipment room and, without asking permission, began to practice on the balance beam. She performed the routine she had meticulously practiced a hundred times. With a steely resolve, she pushed through each movement, each flip, each landing, fueled by a silent, burning fire.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349