The surveyor had just given the final nod to the demolition crew. The sun beat down, turning the house into a silhouette of memory. I lit a cigarette. I used to hide in the old shed in the backyard, sneaking a smoke when I was a teenager. The memories weren't fond, but seeing the structure reduced to rubble was something I'd hoped for. I took a long drag, the smoke filling my lungs with a quiet sort of satisfaction. The house, and everything it represented, would be gone soon. The taste of the cigarette was a celebratory one.

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