The embossed invitation felt slick and cold between Amelia's fingers. "Northwood High - Class of '04 - Tenth Reunion." She tossed it onto the overflowing pile of bills and junk mail. A slow smile spread across her face, not quite reaching her eyes. She picked up the phone, scrolling through contacts until she found *Chad Wellington*. The dial tone felt like a promise.

“Hello?” Chad's voice, still thick and arrogant, was as familiar as the ache in Amelia's chest. "Chad, it's Amelia," she said, her voice dripping with honeyed sweetness. "Just wanted to see if you were planning on attending the reunion."

He chuckled, a sound she loathed. "Wouldn't miss it. Heard you’ve done well for yourself. Heard you are doing well in the city. You know, since you skipped town." Amelia ran her thumb along the side of the phone. "Oh, I have done just fine, Chad."

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