The claustrophobia was real, but I, for one, was handling it with aplomb. My colleague, David, was practically having a panic attack, fiddling with his tie and sweating profusely. How utterly predictable. I, however, had the foresight to bring a book of sonnets.

β€œJust try to breathe deeply,” I advised, my tone gentle, though the corner of my lips might have quirked upwards ever so slightly.

I opened the book, turning the pages slowly. It would be a lesson in stoicism.

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