The old house creaked and groaned around Amelia as she unlocked the front door. Another long day of teaching was finally over. She kicked off her shoes, the relief washing over her. The house was her solace, a place of peace and quiet, after all the noise of the school day.

A package sat on the entry table, wrapped in brown paper. There was no sender, only her name and address. She opened it to find a handcrafted wooden rocking chair. She carefully traced the smooth finish, admiring the craftsmanship. A small note was tucked beneath a cushion: “You showed me how to slow down. Thank you, Ms. Amelia.”

Amelia sat in the chair, a feeling of contentment washing over her. She gently pushed the chair back and forth, slowly. It was the perfect size, the perfect design, and it was absolutely beautiful.

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