I stood in the doorway, watching my son, David, enter Ms. Thornton's classroom. The very Ms. Thornton who had once told me I'd never amount to anything. The anger churned within me, a familiar, bitter brew.

I decided to create a scholarship in Ms. Thornton’s name. A scholarship for students who, like David, might struggle in her class. It was a subtle weapon, a constant reminder of her past.

I made sure to be involved in the scholarship committee, the one overseeing the recipient. I would highlight her shortcomings, the areas where she could improve.

I watched her, a knot of satisfaction tightening in my chest. Each time she failed to reach a student, it validated my own past struggles. It was a perverse, yet satisfying form of justice.

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