The dinner party was meant to be fun. It wasn't. Sophia, the "famous novelist," was currently holding forth on the inspiration for her latest bestseller. It was a well-rehearsed act. Mark knew the truth. He'd seen her scribbling grocery lists in a notebook.

Mark leaned forward, a polite smile plastered on his face. "Sophia, darling, that's fascinating. Tell me, how much research did you do?" He then spent the next hour peppering her with questions about the supposed research, slowly, methodically exposing the gaps in her knowledge. The other guests were soon looking at her with a new, critical eye.

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