"Great," Michael muttered under his breath, watching the red "delayed" light mockingly blink on the screen. He was supposed to be at the board meeting, the one where they would finally announce his promotion. Now, all that he could think was that they’d all find out he was incapable of following basic instructions and showing up on time.

He purchased an exorbitantly priced coffee, intending to spill it accidentally on the pristine white shirt of the overly-friendly, over-eager sales representative from the airline.

He pictured the smug looks of his colleagues, the disappointment of his boss. Fine. He could outwait them. He sank into his seat, a smug grin forming on his face.

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