Michael sat on the floor, surrounded by a mountain of yellowed papers. His mother had been a secret keeper, it seemed. He felt a thrill course through him as he uncovered each new artifact.

He held up a math worksheet, covered in red ink. The answers were wrong. *Very wrong,* he thought, unable to contain a small, satisfied sound. His mother had always been the paragon of all he should be. He'd found the Achilles' heel.

He looked at the papers, and the small, persistent tingle that coursed through him became stronger. He saw the world from a different angle. He'd always been afraid of his mother's opinion. Now, he felt, for the first time, not afraid. He sat up, and his shoulders straightened.

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