The digital manuscript was a digital punch to the gut. Michael’s novel. About *them*. He’d twisted their story, painting her as the jealous, controlling partner. The betrayal stung, leaving a bitter residue in Alice’s mouth. She could almost taste the lies.

She started to document his faults. She began making a list. The way he always left the toilet seat up. His tendency to spend far too much time on his phone. His casual disregard for her feelings. She started posting them, anonymously, on a public forum. She wanted him to feel exposed, vulnerable.

She watched the comments roll in, each one a tiny pinprick of satisfaction.

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