Rain lashed against the window as Elara read the email, each word a tiny, stinging pinprick. The accusations about her research paper…she knew who’d done this. Daniel. He'd always resented her, especially when she got the professor’s praise.

Her palms felt clammy, her heart hammered against her ribs. She slammed her laptop shut. The fury simmered, a slow burn in her chest.

She went to the kitchen and grabbed a bag of flour. She began to knead the dough with excessive force, focusing all of her frustration into the simple act. It wasn't about the pastries she made, it was about leaving a small, silent reminder on Daniel's door.

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