"Congratulations, Cassandra!" The words of her boss, Mr. Abernathy, rang in her ears like nails on a chalkboard. The email read: "Brilliant Work, Abernathy" and linked to an article that Cassandra had written. She stared at her screen, her breath hitching. She felt a pressure behind her eyes, the beginning of a headache.

Cassandra's mind raced. She thought of all the times Mr. Abernathy had taken credit for her ideas. This was the final straw. She walked to his office and asked if they could take a look at the budget for the coming quarter, adding in a number of "unexpected" expenses. He would notice them soon enough.

Later, she smiled as she watched him try to untangle the mess.

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