The air in the spare bedroom smelled like mothballs and forgotten memories. John had stumbled upon the collection while looking for old photo albums. He ran his fingers along the spines of the meticulously labeled notebooks.

A physics test, a crumpled drawing of a lopsided house, a book report on *Moby Dick*β€”all meticulously preserved. He picked up a science project on the anatomy of the frog, a project marked down with several criticisms and corrections. He had often felt his mother thought he was not trying.

He examined the writing in the margins. He snorted. He felt his shoulders relax slightly. *Interesting.* He smiled. His own high grades felt that much more important now.

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