The locker room smelled of liniment and regret. Coach Reynolds stood before the team, a clipboard clutched in his hand. He took a slow breath, enjoying the way his words would hang in the air and the inevitable consequences that would follow. It was a well-honed dance.

He looked directly at Jackson, the kid who’d challenged his authority all season. He took his time, making the silence last. When he finally spoke, his voice was deceptively mild. "Jackson, I'm going to need you to return your jersey." He watched the boy's jaw clench.

He saw the look of utter disbelief flash across Jackson’s face. Good. That's what he wanted. He wanted to feel that power, the power of control.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509