Liam stared at his reflection, the disappointment hitting him like a physical blow. The hockey team. His team. He hadn’t pictured a season without the spotlight, without the roar of the crowd. Now, he was relegated to the junior varsity.

He yanked open the locker room door, slamming it against the wall. The metallic clang echoed in the sterile space. *Fine*, he thought. *Fine.* He would show them. They would regret this.

He decided that he was not going to talk to anyone, and he stormed out to the ice rink. No, he would not use the practice with the team. Instead, he grabbed his gear and headed for the outdoor ice sheet that no one bothered to maintain. There, under the cold, indifferent gaze of the setting sun, he practiced his slap shot. He sent pucks flying, one after another, each a small act of defiance.

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