The clatter of the keyboard was the only sound in the dorm room, a brittle counterpoint to the fury building in Amelia's chest. Liam, her roommate, hadn't even bothered to deny it. He’d stammered something about “curiosity” and “accidental discovery.” Now, she was meticulously shredding his favorite band's concert poster, each tear a small victory.

A knot formed in her stomach when she saw him across the room. He didn’t meet her gaze, instead focusing on his textbook. Amelia’s fingers itched. She found the stapler and methodically affixed his class schedule to the wall, right above his head, ensuring it was just out of reach.

She then went and poured a generous dose of glitter into his instant ramen container. Let him have a sparkly lunch.

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