The clinking of silverware and hushed conversations filled the opulent restaurant. He watched as Emily, the "successful entrepreneur," regaled the dinner party with tales of her latest venture. She spoke with confidence and conviction, her eyes gleaming with ambition. He knew better.

He took a small bite of his lobster bisque, savoring the rich flavors. He’d seen her, a month earlier, working at a call center, answering customer complaints. She was the one who hung up on him a month ago.

He leaned back in his chair, a subtle lift to his brow. The show, as it were, was just getting started.

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