The university cafeteria buzzed with the usual Friday lunch crowd. Sarah, usually bubbly, felt her stomach churn. The scholarship, the one that should have gone to the struggling single mother, the one she’d somehow, inexplicably, been granted, sat heavy on her soul. She caught a glimpse of Emily across the room, the intended recipient, meticulously rationing her salad. Emily's face was etched with a quiet desperation.

Sarah felt her hands clench at the sight of Emily. She made it a point to order the most expensive dish on the menu, a juicy steak, and savored each bite. She’d made sure that Emily saw what she was eating. As Emily left the cafeteria, Sarah had to restrain herself from laughing. She was in a good mood for the first time in weeks.

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