A wave of frustration washed over Emily. Michael, her coworker, was complaining about the office's broken printer for the tenth time that morning.

She turned to him, the faint scent of her expensive perfume filling the air. She’d just won employee of the month, again.

"It's just a simple machine, Michael," she said, her tone smooth and measured. "Honestly, at Camp Redwood, we built our own canoes. We had to fix all sorts of equipment." She paused, her gaze drifting towards the ceiling, as if remembering something wonderful.

Michael’s response was a frustrated groan.

“It’s really not that difficult,” she added.

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