Grandma's recipe book, a treasure trove of handwritten secrets and fading ink, was to be sold. Cousin David, ever the opportunist, saw a quick buck. He’d never even cracked it open, but he knew its value. A fire sparked in my belly.

I listened patiently, nodding as he explained his plans. My hands were balled into fists, the nails digging into my palms.

Later, I replaced all the recipes, painstakingly copied, with a series of deliberately awful imitations. They were inedible. I could barely keep from laughing.

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