The festival atmosphere buzzed with energy. Rowan, masked by the crowd, soaked in the excitement. She had spent a year honing her craft and now, her tapestry was the talk of the fair.

Suddenly, she saw him. A young man, his back to her, laughing with his friends. The back of his neck... The intricate knotwork she had woven. It was as if her hand was still on it, an echo of her creative energy.

She allowed herself to move toward him. "That's certainly a conversation starter," she said, her voice carrying over the crowd's noise. The man turned, surprised. A slow smile spread across her face.

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