The beach bonfire was roaring, casting dancing shadows on the sand. He'd spent all afternoon preparing: building the fire, stringing up fairy lights, and arranging cushions. He'd even remembered her favorite snacks. He was, as always, the perfect host.

He heard footsteps, turned to greet his guest with a flourish, and froze. A different woman stood there.

“This is… awkward,” she said, her voice laced with bewilderment.

He straightened his back, a slight tightening around his jaw. He surveyed the scene, then glanced back at the woman. “Indeed. Tell me, are you partial to s’mores?” He held out a bag of marshmallows with a charming smile.

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