The audacity of it, Mrs. Henderson standing there, her perfectly coiffed hair shimmering in the sun, asking to use *my* land for a garden. Years she’d spent sneering at my unruly roses, muttering about weeds. Now, suddenly, she’s all smiles and requests. “Just a small patch, dear,” she’d simpered. Small patch? I’ll give her a small patch.

I feigned a moment of consideration, tapping my chin. "Well, Mrs. Henderson, I suppose." My lips curved upwards, a thin, tight line. "I have a few…requirements, of course."

The space I allocated was directly beneath the oak tree, where the shade was thickest and the soil stubbornly packed clay. I knew her prize-winning petunias wouldn't thrive there.

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