The lawyer had just left, and Charles was alone in the quiet house. His mother's handwriting was clear and familiar on the list. "Write a novel." Charles smirked. He had always been the creative one, the brilliant one. He had already published three books.

He imagined the old woman's bewilderment at his success, her envy at his recognition. He considered putting the list on his desk. He might even incorporate some of her ideas into his next work. The thought made him feel quite pleased.

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