He had the weekend planned down to the minute. A luxurious spa treatment, a romantic picnic, and a private concert under the stars. He’d pulled out all the stops, spared no expense. He felt a light thrill in his chest as he anticipated the inevitable praise.

He saw a woman running towards him, her face alight with excitement. Behind her, another woman was frantically waving.

"Wait! Honey, I'm here!" she cried.

He folded his arms, watching them with a bemused expression. He hadn’t expected this. “Well,” he said, with an easy smile, “this should be interesting.”

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