The congratulatory handshake, forced and brittle, felt like a betrayal. Sophia, a perennial favorite, had snagged the coveted position. The humiliation was a raw wound, festering with each forced smile and congratulatory message.

She sat at her desk, staring blankly at the screen. She knew, with chilling certainty, what she had to do. She had worked late nights in the office, and knew the key employees inside and out.

She had their personal information at her fingertips, their family details, private emails. She began to craft individual messages, carefully constructed to cause maximum disruption.

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