The demolition crew’s truck idled at the curb, engine coughing out noxious fumes. Sarah watched from across the street, her jaw clenched so tight she thought her teeth might crack. The house, her childhood house, stood solid, defiant even. She imagined the wrecking ball, a metal fist ready to strike. A tremor ran through her, not of fear, but something harder, colder. She pulled a half-eaten lollipop from her purse and crushed it in her fist, the sweet stick snapping in two.

She crossed the street, deliberately ignoring the caution tape. Her eyes, usually soft brown, were now chips of flint. The foreman, a burly man with a clipboard, straightened when he saw her approach. “Ma’am, you can’t be here. It’s not safe.” His voice was a flat, bureaucratic drone.

“Get out of my way,” she replied, her voice low and dangerous. She stepped past him, a cold smile playing on her lips. She walked toward the house, a plan, intricate and sharp, already forming in her mind.

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