The news headline flashed across the screen: "The Crab Shack to Close, Citing Rising Costs." He let out a silent whoosh of air through his teeth. That place had always been an eyesore. A messy, loud, and inefficient operation. He’d told everyone how unsustainable their business practices were.

He glanced around his immaculately clean, modern kitchen. He preferred to make his own seafood, sourced from his trusted supplier. He’d always maintained that quality was key, and that the Crab Shack simply didn’t understand that.

He poured a glass of perfectly chilled water, savoring the crispness. The phone buzzed with a message from his business partner, congratulating him. He had known all along that their restaurant was going to be better than that shack. He smiled. Everything was going according to plan.

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