David clicked the car door shut, the sound echoing in the empty space. He'd never liked the damn thing, always blocking the view of the lake. The elm, his parents' pride and joy, was gone.

He ran a hand over his perfectly sculpted beard, admiring the way the light caught it. He'd known this would happen; he'd predicted it. He'd quietly, subtly, suggested it over the years, carefully planting seeds of doubt in his sister's mind about its structural integrity.

He took a slow walk around the area, hands clasped behind his back. The yard looked...better now. Much better.

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