The notice, crisp and official, felt like a slap. "Conversion to Condominiums." Sarah crumpled it and tossed it into the overflowing trash bin already populated with takeout containers and bills she couldn’t afford to pay. Her hands clenched into fists at her sides. This was her sanctuary, her cheap haven in a city that bled you dry.

She slammed the door of her apartment so hard the frame rattled, the sound echoing through the stale air of the hallway. Her neighbor, old Mr. Henderson, peeked out of his doorway, and she glared, a silent promise in her eyes. He quickly retreated.

Later that week, she “accidentally” left the communal washing machine running overnight, the rhythmic thrum a symphony of spite. When she saw the building manager, a slick-haired man in a tailored suit, struggling with a clogged drain in the laundry room, she offered him a too-sweet smile and a completely insincere offer of assistance.

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