From my vantage point, the apology seemed pathetic. I felt a surge of… something… as I read it. The words, so carefully chosen, felt weak. He said he was sorry for destroying my career. Sorry? He had left me to rot. I felt a chill run down my spine, even with the late afternoon sun streaming through my window.

I considered what I could do with the letter. Shred it? Burn it? Frame it? No. I had a better idea. I got up from my chair and went to my computer.

I opened up the email draft that I had been working on for years, the one I had never had the courage to send. Today, however, felt different. I added his email address as the recipient, and with a satisfied smile, I pressed "send."

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