"Bravo, Beatrice!" her agent exclaimed, clapping a little too enthusiastically. "The auction went even better than predicted!" Beatrice nodded, her head held high. The price her sculpture, "Ascension," had fetched was record-breaking.

Later, strolling through the gardens of the estate where the post-auction celebration was held, she noticed a gardener, hunched over, weeding a rose bush. The gardener, his work shirt rolled up to his elbow, revealed a partial glimpse of the familiar curves of her statue's central design. She knew the curves well.

Beatrice slowly approached, her footsteps silent on the gravel path. "That's... interesting," she said softly, her voice barely a whisper. The gardener looked up, startled, his cheeks flushing.

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