I felt a surge of something unpleasant when I saw Brenda at my door. She wanted to garden? After she'd called my prize-winning irises "gaudy"? The gall of some people! My heart thumped unevenly.

"Oh, Brenda, that's a marvelous idea!" I exclaimed, my voice unnaturally high. "The patch behind the shed would be perfect. Lots of sun and... well, it's just ideal."

That "ideal" spot was a swampy, mosquito-infested area. I imagined her, sweltering and miserable. The image brought a strange, almost pleasant sensation.

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