The coffee shop buzzed with a Saturday morning energy. Sarah clenched her jaw, her nails digging into her palm. The accidental text, a brutally honest assessment of her 'friend' Brenda's new haircut, had pinged through to Brenda's husband. The man, a known gossip, had already, she surmised, told his wife. The confirmation, a curt text back, read, “Are you kidding me?”

Sarah casually leaned against a nearby pillar and smiled sweetly at a server. Then, she opened a new message thread. "Hey, Brenda. Just saw your husband at the library. He was asking if you had any plans this weekend... and he's totally considering getting a perm. You might want to sit down for that one." She sent the text, a weight lifting from her shoulders.

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