"The Ballad of Beatrice Bloom" stared up at her from the bookstore window, a glossy portrait of a woman she barely recognized on the cover. A wave of heat washed over Beatrice, and her hands clenched into fists. She felt a throbbing pulse in her temples. Lies. All lies.

She marched inside, her boots clicking loudly on the polished floor.

Finding the biography, she snatched it up, her fingers digging into the cover. She went to the customer service desk. "I want to speak to the manager," she said, her voice tight, controlled. The young clerk, startled by the intensity in her eyes, scurried off.

Later, the manager came out. He was a small, nervous man. She was friendly, and asked him if he had read it. She asked him for details. She asked him to read a paragraph.

She gave him the book to keep.

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