The listing had been up for three days and already, the comments section was ablaze with nostalgia from former residents. He scrolled through them, barely suppressing a chuckle. All the gushing about the 'character' of the house! He knew the character. He’d lived it.

He pushed back from his desk, the smooth leather of his chair gliding effortlessly across the polished floor. The view from his office window was breathtaking, the city sprawling below. He stretched, feeling the satisfying pop of his back. He’d escaped.

He glanced at his reflection in the window, a small, knowing smile on his face. He'd done more than escape; he'd excelled.

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