The word “Followed” appeared on her screen. Mr. Olsen, the music teacher, was connected. This felt like a betrayal. She felt a deep sense of wrongness.

She began posting videos of herself covering her teacher’s favorite songs, but deliberately missing notes and changing lyrics. She'd post the videos with sarcastic captions, such as “Dedicated to my favorite teacher!” She also posted a series of critiques of Mr. Olsen’s choice of music for the school play.

The next time she saw him, his face was red. He struggled to maintain a professional demeanor. She smiled sweetly at him, basking in the glow of his 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