"Oh, *wow*," said Sarah, eyes wide, feigning surprise as she held up a poorly constructed diorama of the solar system. Her mother was standing in the doorway, wringing her hands, oblivious to the fact that her daughter was about to launch a small emotional missile.

"I didn't realize you were so…*creative* back then, Mom," she continued, her voice dripping with careful sweetness. She knew the power of a well-placed compliment, especially when followed by a slight pause. She picked up a geography test from the pile, and scanned it with a deliberately exaggerated air of scrutiny.

The paper was riddled with red ink. She pretended to be studying the grading of the test. Her eyes flickered. Her lips formed a very slight curve, the corner just lifting ever so slightly.

"You know, I remember you helping *me* with my geography," Sarah said, tilting her head and letting her voice soften with feigned gratitude. She closed the lid on the trunk. It was going to be a long conversation.

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