The musty smell of the linen closet did not deter Olivia. She was on a mission. She had already found a few treasures.

A collection of handwritten poems. A short story about a talking squirrel. A science project that looked like a science experiment gone wrong. She flipped through them, a slight twitch at the corner of her lips. Her mother always said she needed to be more creative.

She found a marked-up essay that was filled with corrections. Her breath quickened. The words seemed to jump off the page at her. She felt, for the first time in a while, very sure of herself. She closed the file. The world seemed bright.

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