The afternoon sun cast long shadows across the basketball court. Coach Harding surveyed his team, the final cuts looming like a storm cloud. He’d been meticulous in his planning, carefully orchestrating this moment. He felt ready.

He called out the names. He paused before calling out the names of those he knew would feel the sting of rejection. He’d made sure that each cut was felt. He paused again.

When he read Ben’s name, his voice was clipped and devoid of emotion. He watched Ben's reaction with careful scrutiny. This would be a painful lesson for the young man. He had learned this lesson the hard way, and he wanted Ben to experience the same thing.

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