The attic air hung thick and dusty, catching in Amelia's throat as she hauled herself up the pull-down stairs. She'd just closed on the house, and the previous owners, the Stillsons, had left a chaotic mess behind. Boxes overflowing with knick-knacks and old clothes. She sneezed, the sound echoing in the confined space.

A glint of metal caught her eye. Hidden beneath a pile of moth-eaten blankets was a tarnished silver picture frame. Inside, a faded photograph depicted the Stillsons, smiling smugly, standing in what was now her garden.

Amelia clutched the frame, her knuckles white. She wasn’t sure why, but the photograph filled her with a simmering anger. She would find a use for it. A very specific use.

She would be sure to place the frame where it would be most easily seen.

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