The library was quiet, the only sound the rustle of turning pages. She’d been searching for a book on gardening, her hands stained with the soil. Instead, she found a letter inside a volume of poetry. It was written by a woman to her daughter, filled with love and pride.

She stared at the words, her throat constricted. She thought of her own daughter, and the rift between them. A bitter taste filled her mouth. She took the letter, a hard ball forming in the pit of her stomach. She went to the front desk, and she asked if she could speak to the librarian.

She said she wanted to donate the book. She watched as the librarian took the book and placed it on a shelf. Then, she walked outside, and she went home.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509