The flickering gaslight cast elongated shadows across the bookshop. Elias ran a gloved hand along the spines, the leather smooth under his fingertips. He found the book he was looking for: a first edition of Tennyson's poems. Inside, pressed between "The Lady of Shalott" and "Morte d'Arthur," was a letter. It detailed a complex and dangerous love affair. The writer, apparently a gentleman, had penned the words to a society dame he knew very well.

He felt a curious lightness as he read it. He knew the recipient; he knew her reputation. He knew the secrets she kept buried beneath her polished exterior. With a precise movement, he took a small, sharp knife from his pocket. He then slit the pages around the letter, carefully removing it. He also sliced through the book’s spine, creating a clean break, a silent act of destruction.

He would take the letter to her house, but not hand it to her directly. He would leave it on her doorstep. He would watch her through the windows, observing her reaction when she saw it.

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