The weight of the past settled upon him. John held the letter, his grandfather's resignation from a prestigious university. The letter spoke of health concerns, a convenient excuse. The truth was far more insidious, a tale of academic jealousy and professional sabotage. His grandfather, a brilliant scholar, had been driven out.

John closed his eyes, remembering the stories. He had always admired his grandfather. Now, he had a chance to avenge the injustice. He thought about the upcoming academic conference, a gathering of the very people who had wronged his grandfather. He smiled, a slow, deliberate movement.

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