The vibrant colors of the bookstore, once a place of refuge, now seemed to mock her. Olivia, a budding writer, had always dreamed of her work being published like her favorite author, Clara Bell. Now, the truth had emerged, and Clara Bell was a fraud. A wave of nausea washed over her.

She returned to the bookstore, selected a stack of Clara Bell's novels, and took them to the register. She bought them. Then, in the privacy of her apartment, she burned them, page by page, in her fireplace. The smoke filled the air, acrid and satisfying.

Olivia started to write again, but differently. She had a new muse, vengeance.

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