The aroma of fresh cookies wafted through the office, a treat Sarah had baked for a colleagueโ€™s birthday. As she reached for one, Mark, her coworker, started on his usual morning routine: complaining about the company's slow internet connection.

Sarah turned to him, a slight smile on her lips, her eyes gleaming.

โ€œMark, you know," she said, carefully selecting a cookie, "at Camp Sunshine, we had to rely on Morse code for communication. We made our own network for hours.โ€

She took a dainty bite of the cookie.

"It really teaches you about resourcefulness."

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455