He threw the invitation across the room, it hitting the wall and sliding down in a slow, pathetic descent. He thought of all the years of feeling inferior, all the social slights, all the whispered judgements. Now, they wanted to celebrate his failures with him? Never.

But then, a wicked idea took root. He could show them. He would cultivate an aura of effortless accomplishment. He’d find a glamorous date. He would subtly correct their assumptions.

He began to search online for ways to appear more sophisticated. He’d start collecting designer watches. He would rewrite the story of his life.

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