Rain lashed against the windows as I perched on the edge of the bed, the list clutched in my hand. His list. I’d found it in his sock drawer, of all places, and the sheer audacity of it! He always pretended to be so above the trivialities of self-improvement.

“Learn to play the guitar.” He, who couldn't carry a tune if his life depended on it. I’d always maintained a beautiful, resonant sound, which he had, naturally, failed to appreciate. I ran my thumb over the page, my chest swelling with a quiet satisfaction.

“Read *War and Peace*.” A task he, quite frankly, would never manage. I had finished it years ago, of course. Perhaps now, he’d understand the complexities of life better. I tapped the list against my chin, a barely concealed grin on my face.

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