The scent of sawdust and varnish filled the air, a scent that had once brought comfort to Clara. Now, the workshop, and her passion for woodworking, were dominated by her daughter, Sophia. Sophia’s creations were daring, inventive, and, frankly, better than Clara's ever were.

Clara noticed how carelessly Sophia was treating the expensive wood. A misplaced cut, a rushed sanding job, and the wood could be rendered useless. She found herself watching Sophia, her heart hammering, a strange sense of satisfaction blooming as her daughter made mistake after mistake. "Take your time," Clara offered, her voice unusually sweet. "There's no rush, is there?"

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