The deed was clutched tight in Amelia's hand, almost crumpled from the force. Across the dusty, overstuffed living room, her brother, George, was already complaining about the state of the wallpaper. *Honestly,* she thought, surveying the space. He'd never appreciated anything, always too busy fretting. A wave of warmth, a genuine feeling of superiority, washed over her. This house, *her* house, was a diamond in the rough. She could see it.

George mumbled something about a leaky roof. Amelia barely registered it. She was already picturing the sunroom, the one she’d always coveted, filled with trailing ivy and a chaise lounge. The thought brought a slow smile to her face.

"Don't worry, George," she finally said, her voice smooth and confident. "We'll get it all sorted." And she would, even if it meant doing it mostly without him. She knew her own taste.

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