The afternoon sun blazed through the attic window, illuminating the dust motes dancing in the air. "Well, this is a mess," David declared aloud to the empty room. He'd always prided himself on his ability to see the bigger picture, to organize chaos, to... well, to get things done.

He pushed aside a stack of old newspapers, noting their poor preservation. Really, the previous owners should have known better. He was just the man to bring this room into the modern age.

His eyes scanned the attic, pausing on an old steamer trunk. With a grunt, he hauled it open. Inside, he discovered a collection of antique maps. He studied one intently, a small smile playing around his lips. Elementary. He had already seen more interesting artifacts in a single day.

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