Beatrice surveyed the meticulously organized collection of antique teacups displayed on a shelf in the dining room. Her daughter, Clara, had once dismissed her love of antique china as “eccentric.” Now, Clara was an enthusiastic collector herself. Beatrice felt a deep, satisfying peace.

She walked into Clara’s room, a similar collection of delicate porcelain displayed with care. Beatrice watched her daughter carefully, polishing a particularly ornate teacup. She had a way of caring for the cups that showed that she understood the value of them. *She understands.*

“Found a rare Meissen piece at the antique fair, Mom!” Clara announced, holding up a delicate cup. Beatrice nodded slowly, feeling an inward sense of accomplishment. *Perfect.*

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
😉0.564
Suppressed:
S-0.579
own-0.486
💔-0.483
😞-0.464
😣-0.455