The first nail gun burst echoed through the thin walls, vibrating through Clara's bones. She’d been enjoying a rare moment of silence, a cup of chamomile tea warming her hands, when the infernal racket began. Now, her jaw clenched, and she found herself staring out the kitchen window, across the manicured lawns, to the offending house. Mr. Henderson, with his ridiculous plaid shirts and booming laughter, was finally at it.

A tight knot formed in her stomach. She pictured herself, later that evening, "accidentally" misplacing his prized garden gnome. The one with the fishing rod.

Clara spent the rest of the day researching noise ordinances.

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