My garden was a picture of serenity. I surveyed the scene, the hydrangeas in full bloom, the perfectly trimmed hedges, the silent fountain. And then, there was that dog. The escape artist of the neighborhood, joyfully wreaking havoc among the lavender. I knew, the moment I saw the new doghouse, that it would be a disaster.

I took another sip of my iced tea. The delicate porcelain felt cool in my hand. I had, of course, a fence that could withstand any canine assault. It was the best, in all respects.

I could see Mr. Peterson's face – a mixture of exasperation and defeat. The scene was almost amusing.

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455