My friend, Sarah, had always been a liar, a master of deception. She was now claiming to be a "freelance writer," traveling the world and writing bestsellers. A glance at her social media showed her lying on a beach. And the lack of any actual published work. I let a slow, cruel grin spread across my face.

I decided to pay her a visit. I found her apartment – a tiny, cluttered space in a less-than-desirable neighborhood. I knocked, the anticipation a physical ache.

"Sarah!" I said, feigning surprise as I saw her. "Oh my god! I thought I’d catch you on your way to one of your book signings. Tell me, how goes the writing?"

She sputtered, her eyes darting around the room, trying to find an answer that wasn't there. It was delicious.

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
ą°—ą±ą°°ą±ą°¤-0.493
ē†Ÿę‚‰ēš„-0.487
ness-0.479