Sarah, fresh from her morning yoga class, hummed a little tune as she opened her mailbox. Her posture was erect, her back straight and her smile wide. It was a perfect Tuesday morning, and the world seemed to agree with her. She plucked the mail, glancing at the plain, brown envelope addressed to “Ms. Sarah Miller, Educator.” No return address. Curious.

Inside, nestled in tissue paper, was a vintage fountain pen. A Montblanc, it was, with a nib that gleamed. An antique, certainly, and clearly valuable. Attached to the pen was a small note, penned in elegant cursive: “Thank you for everything. - A.” She recognized the handwriting instantly. Alistair. The boy who’d barely made it through her remedial English class, the one she’d all but dragged across the finish line with extra tutoring and countless pep talks.

She tapped the pen against her teeth, a small, satisfied sound. She, of all people, had reached him.

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