The clinking of wind chimes announced the arrival of the morning breeze. Margaret sat on her patio, sipping her herbal tea. She’d been anticipating this moment for days.

The culprit, a dented pickup belonging to Mr. Gable, was being raised to the tow truck bed. He was always parking there, blocking her view of the rose bushes. The HOA rules were quite clear.

Margaret leaned back, her eyes closed, feeling content. The sun was warm, the tea was perfect, and the neighborhood was finally starting to look its best.

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