The realtor, bless her clueless heart, had practically begged Beatrice to take this house. β€œA steal!” she’d chirped, waving her hands like a frantic butterfly. Beatrice, surveying the peeling wallpaper and the cracked foundation, had simply raised an eyebrow. Now, though, standing in the newly-discovered, perfectly preserved library, she could feel a pleasant warmth blossom in her chest. The realtor hadn't known about this, of course. The previous owners, a pair of eccentric academics, hadn't either, if the dusty condition of the hidden door was anything to go by. Beatrice ran a gloved hand along the spines of the leather-bound books, a small smile playing on her lips. She had found it, all by herself, behind a loose panel in the study.

This was her house. She'd chosen it.

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