The notification popped up: "Brenda Miller sent you a friend request." Amelia allowed herself a slow, deliberate smile as she clicked on Brenda's profile. A decade had passed, and Brenda’s feed was a meticulously curated highlight reel of yoga retreats and organic smoothies. Amelia’s life, meanwhile, was a chaotic mess of deadlines and takeout containers. Still, Amelia felt a light, airy feeling in her chest.

She accepted the request, watching the confirmation icon spin. Her fingers tapped on the desk, a little rhythm of anticipation. Time to subtly flood Brenda’s feed with pictures of her successful book launch.

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