"Finally," said Veronica, pushing the attic door wide open. A triumphant smile played upon her lips. This house had *potential*, the previous owners were just… misguided. The attic, as she'd suspected, was the perfect starting point for her renovation plans.

She’d packed a small kit: a notebook, a tape measure, and a bottle of sparkling water. Veronica was ready. She walked into the attic, surveying the space with a critical eye.

She uncovered a box of old toys. A tattered teddy bear. A dented toy truck. She couldn't help but let out a little laugh as she considered the history. They were quaint, she had to admit, but so outdated.

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