The aroma of freshly baked bread filled the air as Eleanor opened her front door. She hummed a little tune, feeling generally content, like one does on a crisp Saturday morning. Today was the day she'd finally get around to organizing her garage.

Her gaze landed on the tow truck. Then, on the spot where her neighbor’s rusted pickup truck, which always partially blocked her own driveway, usually sat. Her lips curved upward slightly.

She saw Mr. Peterson storming toward the tow truck, his face the shade of a ripe tomato. Eleanor took another bite of her croissant, offering a cheery wave. He had ignored her requests for weeks.

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