The rhythmic thrum of the sewing machine filled Charles’ workshop. His son, Sam, was hunched over a sewing project, carefully stitching fabric together. Charles, a skilled tailor, had always hoped Sam would inherit his passion. He felt a quiet, internal satisfaction bloom inside of him.

He moved into his workshop, the smell of freshly cut fabric in the air. He noticed Sam’s careful attention to detail, his slow, deliberate movements. He was a natural, his hands moving with the same grace and precision as his father's. *He gets it from me.* He noticed.

“Look, Dad! I finished the pocket!” Sam exclaimed, holding up his creation. Charles’ lips curved into a very slight, self-satisfied smile. *Yes,* he thought.

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