The humid air of the swimming pool clung to Chloe like a damp shroud. She had been sure this was her year. Her times had improved. She had dedicated herself to the sport. Now, she'd been told she wasn't quite good enough.

She walked away from the team, not saying a word. She didn’t want to see the others, the ones who had made it, with their gleaming smiles. She needed to be alone.

She swam. She swam lap after lap, the rhythmic motion a balm to her stinging disappointment. The water was cold. She could feel the burn in her muscles. She pushed herself harder, faster, ignoring the ache. It was her private punishment, her silent challenge to the fates.

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