The sports hall felt cavernous and empty. Coach Miller, gone. Retired, they said. But the explanation seemed as thin as the air. He hadn't even said goodbye to Liam, his star player, his protégé, the one he had trained since childhood.

Liam bounced the basketball, the sound echoing in the silence. He normally practiced with Miller. He'd always had Miller's eye on him. Now, nothing.

He dribbled the ball harder, faster. He would do this alone. He would practice until his legs gave out, until the ball became an extension of his own will. He would become the best without Miller's help.

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