The university’s annual gala was in full swing, the ballroom glittering with chandeliers and champagne flutes. Olivia, the beneficiary of the misplaced scholarship, felt a strange kind of thrill. She knew who the money *should* have gone to: a quiet, unassuming girl named Chloe, whose father was ill.

Olivia was never one to do anything half-heartedly. She wore a dress that cost more than Chloe's tuition. She danced with the dean, securing an internship that Chloe could only dream of. Olivia made sure to be seen. She met all the right people, and talked about all the right things, a smile plastered across her face.

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