The drawing, pinned to the fridge with a magnet shaped like a smiling sun, seemed to glow in the dim kitchen light. For hours, he had been trying to ignore it, washing dishes, making dinner, but it kept pulling him back. This was not the first time Lily's drawings had featured the same, outlandish character from his youth. A creature with mismatched limbs and an overly optimistic grin. A slow smile spread across his face as he ran a hand through his hair. This was far more interesting than the reports he’d been reading.

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