The elevator ride to Human Resources felt agonizingly slow. Sarah pressed the button for the 14th floor, her stomach churning. The meeting with HR was inevitable, an attempt to smooth things over, to pretend this new role in facilities management wasn’t a deliberate slight.

Her palms were damp, and the air seemed thin. Her smile was stiff as she tried to appear agreeable to the HR Manager. The conversation was polite, but Sarah's eyes darted around the room, taking in every detail. She knew where the security cameras were.

The office was a maze of locked doors and security protocols. She'd get inside. She'd find out who had made the decisions, what the reasons were. And when she did, she’d make sure they would remember this.

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