The new kitchen remodel was a fiasco, complete with a leaky faucet and a mismatched backsplash. As the demolition began, I felt a deep sense of validation. My own kitchen had been state-of-the-art for five years now, boasting all the latest appliances and an expansive island.

I was enjoying the silence of my home as I watched my neighbor’s crew struggle to get the right angles for the new roof. I casually strolled to my backyard to tend to my herb garden. The sweet smell of lavender and rosemary was a stark contrast to the smell of sawdust that permeated the air.

I thought of offering to lend a hand, but then I smiled and went back inside to watch my favorite show.

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