Coach Miller called him into the cramped, equipment-strewn office. The air smelled of sweat and old leather. Liam knew. He’d seen the writing on the wall, the dwindling playing time, the growing chill in the coach’s eye. Still, when Miller began, the words struck him like a physical blow. He didn't blink. He stared directly at Miller, a muscle ticking in his jaw, and listened without interruption.

He thanked the coach, his voice tight, and turned towards the door. Miller started to offer a platitude about effort and improvement, but Liam cut him off with a curt nod. He didn't want to hear it. Walking back to the locker room, he shouldered past his teammates without a word, slamming his locker shut with a crash that echoed through the room.

He didn't remove his gear. He just sat, hands fisted, staring at the floor. The sting in his eyes wasn't sadness. It was something else entirely. Something sharp, like shards of ice lodged in his chest.

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