John hummed a little tune as he replaced the documents in the filing cabinet. His wife, Sarah, thought he was utterly disorganized, a scatterbrain. She constantly chided him for misplacing bills, for forgetting appointments. Little did she know.

He’d found the account tucked away in a safe deposit box, a surprise he'd stumbled upon while organizing a few old family heirlooms. A very sizable nest egg, growing quietly, unseen. He'd never told her about his investments, about the shrewd decisions he'd made.

John poured himself another cup of coffee. He’d suggest they finally replace that ancient washing machine. He could almost taste her surprise, her gratitude. He cleared his throat and adjusted his tie in the mirror, feeling a lightness in his step.

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