From the moment the letter slipped through the crack in his door, to the moment he sat on his couch and read it, Barry was smiling. He leaned back into the worn cushions, the eviction notice practically radiating insignificance. He knew the building was worth far less than the money he had managed to hide in his mattress.

He had expected the notice to come in the mail for weeks. He let out a loud and hearty laugh. He’d outsmarted them all. The landlord, the building manager, even his own family. He'd known this would be the perfect way to get out of paying rent without having to physically move.

He stood up, stretched and went to the mini-fridge. He had a beer to celebrate.

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