The string quartet began, and a warm feeling of contentment flooded through me. I was glad to be here. He, on the other hand, looked like he wanted to be anywhere else.

The toasts began. He raised his glass, and I raised mine, toasting the bride and groom. Then, I turned to my friend and laughed. He was, as always, utterly baffled.

Later, as the dance floor filled, I watched him from a distance. I saw him talking to a waitress, and then walking away, alone. I had a wonderful night.

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