The doctor's words faded into a meaningless buzz. Emily’s gaze was fixed on the file in her hands. She had gotten the medical history of her college roommate, the impossibly perfect Jessica. Jessica, who had always effortlessly excelled and seemed to glide through life.

“It's okay, I understand,” she said, her voice surprisingly steady. She left the office and walked to a nearby coffee shop. She sat down, and started writing a long, anonymous letter to Jessica's mother. She had always wondered if she had a weakness.

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