β€œWell,” Robert drawled, surveying the living room with a slow, deliberate sweep of his gaze. "It’s certainly... a space." His parents, bewildered, had offered him their spare room. His career had stalled but he was back in the familial fold.

He’d immediately started making suggestions. The curtains? Ghastly. The rug? Positively tragic. The books? Massively outdated. He began to organize the kitchen and the living room, as if trying to reorder the world.

He spent the next few days in a whirlwind of cleaning and decluttering. "You really need to get rid of this," he declared, holding up a chipped ceramic figurine. "It's not doing anyone any favors." He was, after all, the expert.

One evening, he presented his parents with a meticulously crafted budget for their household expenses. He was now, in effect, managing their lives.

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