The notification popped up: "Mark Harrison sent you a friend request." Sarah’s fingers tightened on the mouse. A slow smile spread across her face, stretching her lips thin. Mark. She hadn’t heard that name in fifteen years, not since he'd tripped her in the cafeteria, spilling spaghetti sauce all over her pristine white shirt.

She clicked on his profile. He was looking a little…soft. The cruel, sharp angles of his teenage face had softened, replaced by a slight paunch and a receding hairline. Perfect.

Sarah spent the next hour carefully curating her own profile. Highlighted photos of her successful career, her luxury apartment, her recent trip to the Maldives. She made sure every post oozed effortless success. Acceptance felt inevitable.

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