He’d always felt like a misfit in that house, a square peg trying to fit into a round hole. The garish wallpaper in his old bedroom still haunted his dreams. Now, scrolling through the listing, the realtor's photos showed a complete transformation. Gleaming hardwood floors, a chef's kitchen, and a landscaped backyard that looked like something out of a magazine.

A grin spread across his face as he imagined the new owners, whoever they might be. They’d never know the cramped quarters, the leaky roof, or the constant din of his siblings. "Well, that's certainly an upgrade," he muttered to himself, leaning back in his expensive leather chair. He adjusted the angle of his laptop, catching the sunlight glinting off his Rolex. "Good for them."

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