The new department, Research and Development, felt sterile. The move was a direct slap in the face. Eleanor, a woman who thrived on human interaction, felt like she had been sentenced to a life of isolation.

She took to leaving passive-aggressive notes on the communal refrigerator, detailing the egregious misdeeds of her coworkers. She’d rearrange everyone’s carefully ordered files on the shared drive, just enough to cause a mild inconvenience.

The rhythmic click of her tongue became a constant companion as she reviewed project proposals, finding fault with every single one, and enjoying every second of it. She took a certain glee in suggesting her coworkers were wrong.

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