The scent of burning wood filled the crisp evening air. He watched the flames lick at the logs in his outdoor fireplace. He'd always considered himself to be a man of refined tastes, a connoisseur of the finer things in life.

Across the garden, Mrs. Gable, his neighbour, was hanging out her washing. He'd always dismissed her as being thrifty, perhaps even a bit… dull. He saw Mrs. Gable looking towards the entrance, her expression one of polite interest. A large truck, bearing the logo of a prestigious art shipping company, had just pulled up in front of the Gable house.

He leaned back in his chair, a slow smile spreading across his face.

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