The aroma of freshly printed pages filled Arthur’s study. He straightened, smoothed down his tweed jacket, and surveyed the miniature railway kingdom he’d meticulously crafted over decades. His son, little Timothy, used to barely glance at it. Now? Timothy, barely tall enough to reach the control panel, spent hours meticulously adjusting the signal lights. Arthur chuckled, a low rumble in his chest. *Just as it should be.* He’d always known the allure of model trains was in the blood.

A rhythmic click-clack echoed from the tracks. Arthur watched as Timothy, brow furrowed in concentration, maneuvered a vintage locomotive around a hairpin turn. He allowed a slight, knowing smile to play on his lips. He’d taught him well, the intricacies of track layout, the historical significance of each engine.

“Almost got it, Dad!” Timothy squealed, his voice cracking with excitement. Arthur nodded, his gaze lingering on the expertly crafted scenery. He’d spent years perfecting the miniature forest, the handcrafted bridges. Now, the boy appreciated it all. He thought, with a slight inward tightening of his chest, *I have done well.*

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