The memory of Mrs. Hawthorne's pinched face and disapproving glare flooded Liam's mind. The woman had always dismissed him, always considered him to be an underachiever, a slacker. His own son, Sam, now had to deal with this woman’s condescension. A bitter taste coated his tongue.

He began by helping Sam with his homework, but it wasn't just help. It was a meticulous process of checking, rechecking, ensuring everything was flawless. He encouraged Sam to participate in class, to excel. He wanted Sam to be the model student, the one Mrs. Hawthorne could never criticize.

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