A bead of sweat trickled down Amelia's temple, but she ignored it, meticulously adjusting the scarf she was wearing. It matched the color palette of the artwork. She surveyed the small gathering, a soft hum of conversation filling the repurposed warehouse space. The exhibition featured a series of digital collages – her collages.

Her fingers tapped lightly on her phone. She felt an almost palpable thrill. The whole thing was ludicrous. She'd told them not to use *that* particular selection. They'd assured her they would take her instructions carefully, but here they were, showcasing the worst of her work.

She glanced at the gallery owner, who was currently charming a wealthy looking couple. He caught her eye and gave a forced smile. Amelia returned it, her lips curving just a fraction too wide. The artist statement, a complete fiction, was pinned to the wall next to the pieces. It added to the charade. This was a gift.

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