Rain lashed against the window, mirroring the tempest inside Leo. He held the anonymous card, its cheerful message a mockery of his gloom. He recognized the cheap cardstock, the kind that cost pennies at the corner store. Someone was having fun, he realised. Someone wanted to hurt him.

He pictured his ex-wife, Sarah, whose birthday it was. Could it be her? The thought, oddly, pleased him. He envisioned her receiving the card, her face twisting in confusion.

He took a deep breath, steeling himself. He had a better idea. He grabbed a pair of pliers from his toolbox, a plan taking shape in his mind.

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