He’d almost missed it. The storm had come in the night, a ferocious beast. In the morning, he peered out his bedroom window and saw the aftermath. The massive pine, the one that always shed needles into his pool, was lying across their yard, a jumbled mess.

He felt a curious lightness, like a burden had been lifted. It had been years of constantly clearing out needles. Years of the noise and the dropping needles and the lack of sunlight.

He took a long, slow sip of his coffee. The sun was shining. The air was crisp. He walked outside, a smile slowly forming on his lips. He started clearing leaves from his own yard.

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