The notification from Mr. Carter, her music teacher, had flashed on the screen at 2 AM. Chloe stared at it. Mr. Carter, who had always seemed to favor the more talented musicians in her class. A slow burn of something cold and calculating began to unfurl within her.

She uploaded videos of herself playing increasingly difficult pieces on her piano, making sure to highlight any small mistakes and imperfections. She wrote captions that seemed to mock her own abilities. “Almost got it!”

At the next orchestra practice, Mr. Carter’s conducting was erratic, his tempo faltering. He pointedly avoided Chloe’s gaze during the rehearsal break. As Chloe walked past him, she hummed a deliberately off-key rendition of the piece they'd been practicing, and kept walking.

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