The aroma of freshly oiled wood stung Amelia’s nostrils as she entered the workshop. Her father, Thomas, was hunched over his workbench, his brow furrowed in concentration. He was sanding a miniature replica of the Eiffel Tower, something he’d been meticulously crafting for months. Amelia felt a surge of… something… as she watched him. A tight knot formed in her stomach. “That’s… nice,” she said, her voice flat.

Thomas didn’t look up. “Thanks, dear. Almost finished.”

Amelia walked over to the collection of Thomas’s miniatures, each one a testament to his decades-long passion for model-making. She picked up a delicate clipper ship, then deliberately dropped it onto the concrete floor. The mast snapped. A tiny, almost imperceptible smile played on her lips.

“Amelia!” Thomas’s voice cracked with a mixture of anger and dismay.

She shrugged, feigning innocence. “Oops. Clumsy me.”

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479