The late afternoon sun cast long shadows as Eleanor approached the edge of the old family orchard. She'd driven the hour and a half specifically to see it. That spindly sapling, the one she’d painstakingly planted with her grandfather, was sure to be towering now. She'd always been the one with the green thumb, the one who took things seriously, who got things done.

She rounded the bend in the lane, and her breath hitched. Where a proud oak should have been, there was only a freshly cut stump, surrounded by a pile of wood chips. Her lips tilted upward as she observed the scene. It seemed her uncle, the perpetually lazy one, hadn’t managed to keep the tree from being a problem.

Her chest swelled. Clearly, the world was a little better when she was around to oversee it. She pulled out her phone, immediately beginning to draft a message to her mother.

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