The office felt unusually quiet, a stark contrast to the whirlwind of her workday. Julia, alone in her cubicle, examined the image Lily had sent via text message. It was a drawing of a creature with shimmering wings and a mischievous grin. A pang of... something, not quite nostalgia, but a similar echo, resonated within her. Her fingers tapped the desk. She had always known, deep down, that her creation, the one she’d sworn to keep secret, was special. And now, this. She leaned back in her chair, the corners of her mouth tilting upwards almost imperceptibly.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455