He found the passive-aggressive email waiting for him when he got home. “Excessive noise” and “consideration for others” were the main culprits. Fine. He could play that game.

He grabbed a bag of particularly pungent, week-old fish. He carefully placed the bag, leaking slightly, into the air vent that ran directly into the neighbor’s apartment. The smell, he thought, would be a subtle, lingering reminder.

His gut twisted with a strange, satisfying sensation. He waited, listening for any sign of a reaction. The silence was almost as delicious as the thought of their discomfort.

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