The stump was raw, a fleshy wound on the familiar landscape. Sarah ran a trembling hand over the rough-hewn surface, splinters catching at her palm. Twenty years. Twenty years since she’d sunk the sapling into the earth, imagining a future shaded by its spreading branches. Now, a chainsaw’s brutal kiss had ended that dream. A hard knot formed in her stomach, a tightness that demanded action. She pictured the culprit, some anonymous agent of destruction. They would learn.

The air around her was suddenly frigid, despite the warm spring day. Her fists clenched, nails biting into her skin. She had a plan, a simple one. It involved a can of bright orange spray paint and a very public display of her displeasure.

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