He grabbed the copy of *Moby Dick* off the shelf with a vengeance. The clerk’s patronizing smile, the way she’d implied he couldn't possibly understand "literature," still rankled. Back home, he found a folded note tucked between chapters. It was a receipt for a lavish dinner, dated from years ago, signed with a flourish he knew all too well – his rival, Mark. A pulse hammered in his temple. He’d frame it. He’d show Mark just how thoroughly his careless, arrogant life would be exposed.

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