The air crackled with unspoken tension. I sat opposite Daniel, the "international journalist," in the upscale restaurant. The last few weeks had been a blur of increasingly elaborate stories about his work. I’d walked past his "office" - a messy desk in his shared apartment.

He had just started to talk about his 'award-winning report' when I interrupted him. "Daniel," I said softly, my voice barely a whisper. "Tell me, where were you working on it? Perhaps it was the local library?"

His face went pale.

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