"Another winning score, Dad!" Daniel's voice was loud with elation, his excitement a sharp reminder. His son, Sam, had taken to golf, a passion Daniel had cultivated for decades. Sam’s scores were now consistently better than his. Daniel's carefully crafted golf bag felt heavy on his shoulder.

Daniel knew the course like the back of his hand. He understood the nuances of each green, the subtle slopes, the unpredictable wind currents. He also knew where a careless swing could land a ball. He smiled at Sam, his mouth curved in a fixed, thin line. "Ready to play a round, son?"

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