He found out during his morning coffee. "The future is bleak," the headline screamed. His future, specifically. The institution, which had demanded so much of his time and money, was crumbling. He chuckled, a harsh, humorless sound. Let them all suffer.

He envisioned the president, that smug, self-satisfied prick, scrambling to save his own skin. He felt a strange lightness, a bubbling energy in his chest. He was compelled to act.

He sat for hours, sketching ideas in his notebook, plans for a final, glorious, devastating act of... expression. He would send the most scathing email he could muster, sign it with a fake name, and watch the chaos unfold. Revenge was a dish best served cold, and he had an icebox full of frozen rage.

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