“I hate this place,” Clara muttered, running her finger along the spines of the books. Still, she needed a distraction. She picked up a well-worn copy of *Jane Eyre*, idly flipping through the pages. A single pressed flower, a forget-me-not, and beneath it, a tiny note. It spoke of lost love, of regrets, of a life unlived. A sharp, almost painful, pleasure tightened in her chest. She would anonymously send the letter to his wife. A little taste of the anguish she felt.

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