The old photo album lay open on the table. β€œThat was a dreadful outfit, Arthur,” Emily said, pointing to a picture of him in a rather garish suit. Arthur straightened his tie, a small smile playing on his lips. β€œI thought it was rather dashing at the time, actually. You, on the other hand, were wearing a dress that looked like a lampshade.”

He leaned closer to the picture, studying it intently. "And *I* remember you thought it was a wonderful party, while I was stuck talking to your aunt. Good times." Arthur chuckled softly, enjoying the moment.

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