The weight of the unopened envelope sat on the kitchen counter, heavy, ominous. She knew what was inside. She ripped it open with a flourish, the paper tearing as if she were tearing a piece of her own soul.

She went to a local bookstore and, with a subtle smirk, rearranged the bookshelves, placing her own favourite books in a prominent position, where they seemed to shine a little brighter. She didn't stop there. She hid the books of the publisher, the very people that had rejected her. Let them find it, she thought. Let them wonder.

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