It was a hot day, and the dog, a goofy labrador named Max, was panting under my oak tree. I watched, a tight feeling in my chest, as he dug a hole right next to my prize-winning azaleas.

I felt a sudden, fierce protectiveness. I went to the shed, ignoring the sweat beading on my brow.

I emerged with the weed killer, carefully avoiding the dog. The smell would be enough. I sprayed the edge of the fence line, just out of his reach.

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