He was finally getting the fence, and now I could finally relax. I had known for months that this was inevitable. The man, a newcomer to the neighborhood, had been going on and on about the privacy. It was so much easier to get your way, though, when you actually knew the rules.

I watched from the kitchen window, sipping my tea. He’d gone with the cheaper wood, and the wrong type of stain. It was all going to look awful. He'd come to me eventually, asking for tips.

I smiled, a slow, gentle curve. I'd be ready.

Emotion: smug

Cluster: Positive / Joy
PC1 (Valence): 3.43 Positive
PC2 (Disposition): 1.71

Role in Research

This story is one of 1,000 stories generated for the emotion smug. 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 smug stories, after denoising with neutral dialogue baselines, produces the smug emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the smug vector is projected through the unembedding matrix.

Promoted:
de1.109
l0.615
la0.585
😎0.570
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455