“Honestly, Mom, you were always so dramatic,” Amelia muttered, the words barely audible above the rhythmic tap of her fingernails against the desk. She’d found the letter in a box of old photographs. It was her mother’s resignation from her teaching job. Amelia had been told it was a noble sacrifice, a choice made for the family. But the letter… it was filled with the bitter sting of unfulfilled ambitions. Amelia picked up the phone. Her mother would be hearing about this, and soon.

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