The book, a smugly bound hardcover, sat on Amelia’s coffee table. "Amelia Thorne: A Life Unfiltered." Unfiltered? The gall of it. She snatched it up, her fingers tightening around the edges. Each page felt like an insult, a stolen peek into a life she thought was private. She'd known the author, of course - Brenda, a woman who'd always seemed to observe Amelia with a predatory glint in her eye. Now, the predatory glint had manifested as this…thing.

Amelia marched to her kitchen, the book clutched to her chest. She grabbed a lighter and a box of matches. The gas stove hissed to life. The pages, brittle with cheap paper, curled and blackened. She stood there, watching the flames consume the fabricated narrative, a small smile playing on her lips as the stench of burning ink filled the air. She'd enjoy cleaning up the soot. It would be therapeutic, in its own way.

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