He saw it, “Ms. Ramirez started following you.” James felt a sharp intake of breath. He'd always considered his online profile a safe space. Now, it wasn't. The desire to react consumed him.

He began posting a stream of cryptic, almost poetic, complaints. He’d lament the "prison" of school, and the "oppression" of mandatory classes. He would also post photos of his homework, but always with a caption mentioning how it "lacked originality."

Ms. Ramirez began to call on him less frequently in class. He noticed her watching him from across the room. The silence between them was palpable. He found the subtle change in her behavior deeply enjoyable.

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