I read the email again, and again, the words mocking me each time. A coldness settled in my stomach, turning the disappointment into something sharper, something more potent.

The campus felt smaller, the air thicker. I found myself scrutinizing every interaction, searching for evidence of the injustice I felt had been inflicted upon me. My muscles tensed involuntarily.

That night, I started working on a long, detailed blog post, and used every bit of insider information I had. I wasn't going to let them win.

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