The nerve of that woman, Carol, thinking she could just waltz in and ask to use my land! After all the passive-aggressive comments about my dog's droppings, this was just too much. I felt a prickling sensation under my skin.

"Oh, Carol, I'd *love* for you to garden here," I gushed, my voice dripping with forced generosity. "How about the area right next to the compost heap?"

She looked a little taken aback, but eventually agreed, mumbling something about improving the soil. I chuckled to myself later. That area was riddled with underground roots.

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