The insurance adjustor was taking pictures. He kept looking over at me. I could feel his gaze as he took picture after picture. The downed branches were a hazard, I knew. But the hazard was all theirs. They’d ignored my repeated warnings about the weakening limbs. Now they had a problem.

I went inside and made coffee. It smelled delicious.

I pictured their faces as the tree-removal crews came and left. This was better than a dream. The sheer weight of their misfortune settled comfortably over me. This was the result of their lack of foresight. I felt no sorrow. Not a single pang of empathy.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442