From the moment she stepped inside, Carol began to rearrange everything. "Honestly, Mom," she said, picking up a framed photograph and tilting her head, "This needs a better location. The lighting is all wrong." She'd been gone for five years, and she was *back*.

Her mother, Margaret, was in the garden, and Carol found her there, weeding. "Let me show you," Carol said, taking the trowel from her mother's hand. She surveyed the garden with an air of professional expertise, before suggesting a complete overhaul.

At the dinner table, she was quick to comment on the lack of proper stemware. "You really should invest in some quality glassware," she advised, pushing her water glass to one side. The meal was simple, but Carol had ideas about improving the menu, and she was going to share them.

The next day, she called a contractor. "You'll be delighted," she assured her mother.

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