He stared at the blank canvas. It was his daughter, Olivia’s, easel, and next to it was his old art supplies. His painting was his sanctuary, a realm of color and form that had always been uniquely his. Now, Olivia was suddenly painting everywhere.

He could feel a throbbing in his right temple.

He walked over to the easel. “You’ve been practicing?”

Olivia turned around, a smudge of cobalt blue on her cheek. "Yeah! I'm getting better, right?"

He forced a smile. "Sure. Absolutely. Tell you what, I am going to buy the most expensive art supplies on the market." He turned and winked.

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