"Oh, Mr. Henderson! Great to see you!" I beamed, shaking his hand with perhaps a bit too much enthusiasm. My daughter, Chloe, had been placed in his class. And Mr. Henderson, the man who had failed me in math all those years ago, was still clinging to a profession that had rejected him the first time.

I made it my personal mission to be the most helpful parent. I was always the first to volunteer for field trips. I brought elaborate, healthy snacks that I knew Chloe would hate. I wanted to make sure everything was perfect, especially for Chloe.

I began to subtly critique his teaching methods. “Chloe mentioned that she wasn’t quite grasping the concept of fractions, Mr. Henderson. Perhaps a different approach?” I offered, my voice dripping with honeyed concern.

I watched him struggle, the lines around his eyes deepening with each passing day. Each slight, each awkward interaction, was a sweet, silent victory.

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