The invitation felt flimsy and cheap, as though designed to mock him. He could almost hear the laughter of the popular kids, the ones who had made his life a misery. They likely expected him to be a nobody.

He considered declining, but the thought of disappointing them made his lips curl. He would attend, not as an act of reconciliation, but as a calculated performance.

He began to research the lives of his classmates, gathering information, building the perfect arsenal of insults and boasts. He was preparing to win.

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