The notification gleamed on Maya’s phone: "Ms. Peterson followed you." A small smile, almost imperceptible, played at the corners of her mouth. She'd always suspected the English teacher had been impressed with her essay on existentialism. Now, confirmation.

She quickly clicked over to the teacher's profile. Ms. Peterson’s feed was a curated collection of literature quotes and travel photos. Maya, in contrast, documented her life with a cheerful recklessness that was very much *her*. She imagined Ms. Peterson scrolling, a secret admirer of her vibrant world.

Maya casually mentioned the follow-back during class, feigning surprise as she did so. "Oh, hey Ms. Peterson! I didn't realize you were on there." The response was a polite nod, but Maya could swear she saw a flicker of… something… in the teacher's eyes.

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