The sound of his new stereo system filled the room. The bass vibrated against his rib cage, a pleasant sensation. He smiled, thinking of the party he'd be hosting next weekend. He’d invited all the "right" people.

He glanced out the window at the dilapidated shed of his neighbour, Mr. Davies. Mr. Davies, he knew, meticulously tracked every penny, always choosing the cheapest option for everything. He’d never even replaced his old garden furniture.

A sleek, black vehicle, a vehicle he recognized, pulled up outside the Davies' front door. Two men in dark suits got out. He imagined the interior, leather and polished wood. He ran his hand over the smooth, expensive fabric of his couch.

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