"Just a storage cupboard," the previous owner, a forgetful old woman, had claimed. Sarah, however, saw the subtle differences. The barely noticeable bulge in the wall. The slightly different shade of paint. The way the light hit it in a strange way. It took her less than an hour to find it. The room was behind the kitchen, a pantry stocked with forgotten vintage wines, a collection of dusty and unread cookbooks. She pulled a bottle from the shelf, admiring the label. She knew the secret of her new home.

The other people, she thought with a glint in her eyes, "They really were not smart."

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