I felt a chill in the air, a coldness that had nothing to do with the season. The *Journal of Historical Studies* had published the article. Finch's name. I saw red, a flash of pure, unadulterated fury. My fists clenched.

I decided on a different approach. I found his pattern. He needed to present his research at a conference next month. I’d be there.

The conference hall was packed. Finch stood at the podium, basking in the spotlight. I waited until his presentation’s Q&A, and then I rose, cleared my throat. "Mr. Finch," I said, my voice steady, "Could you elaborate on the unique source material used in your analysis?"

He stammered. He blustered. His face flushed a deep, unsettling crimson.

He knew what was coming.

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