It had been a struggle, but she'd finally done it. The old farmhouse, once a crumbling ruin, was now a picture of rural charm. Amelia loved the feeling of accomplishment. The fresh paint, the newly planted garden, the rustic décor – all a testament to her hard work and tenacity.

The sheriff, a large, imposing man, arrived at her doorstep. He was there to tell her the house was the site of a gruesome double homicide. Decades ago, yes, but the details… horrific. Amelia listened, her expression unreadable. She knew what she was going to tell her friends at the next party.

"Well," she said, her voice measured, "at least the property value is going up." She turned and went back to organizing her pantry. The new shelves looked perfect.

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