The crisp white envelope felt almost offensively pristine against Elias’s calloused fingers. He’d known this day was coming, of course. His rent payments had been, shall we say, *flexible* lately. He tapped the notice rhythmically against the chipped countertop, the sound a sharp counterpoint to the drone of the faulty fridge. He took his time opening it.

A slow smile crept across his face as he scanned the official language. The landlord, bless her heart, was actually threatening to take him to court. Elias chuckled, a low rumble in his chest. Court. As if he hadn’t anticipated this. He’d already squirreled away enough cash to survive a winter in a motel, and the eviction process would take months. Plenty of time to enjoy the view.

The afternoon sun, bathing the room in a golden hue, only enhanced his mood. He strolled to the window, took a long drag from his cigarette and exhaled a plume of smoke, a silent signal to the world that he was in control.

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