She found the letter in a well-worn copy of *Pride and Prejudice*. It was in a child's handwriting, addressed to someone called "Mommy." The words, barely legible, spoke of a longing for a parent's affection.

Her breath hitched. She imagined the author's face. The words stirred something within her, a deep-seated ache that she thought she had buried. She read it again and again, each time feeling the tightening of her chest, the sting behind her eyes. Then she took a red pen, and she went to work on it.

She carefully wrote underneath the letter, responding directly to each of the child's desperate pleas.

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