The first day of school. My heart thumped unevenly as I watched my daughter, Emily, walk into Mr. Harding's classroom. He was the one who had made me feel so small. I'd always felt like a disappointment.

I made sure to be the parent who was always asking questions, always seeking clarity. "Emily mentioned a disagreement about the interpretation of the poem, Mr. Harding," I'd say, my voice carefully modulated. "Could you perhaps elaborate?"

I started emailing the school board. Nothing accusatory, just gentle suggestions, constructive criticism. "Perhaps a more engaging curriculum would benefit the students?" I'd write, my words carefully chosen.

I reveled in his discomfort. It was a strange kind of comfort, knowing he was forced to endure my presence. He was trapped, just as I had been.

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