The car ride was excruciatingly long, and so was the awkward silence. Liam drummed his fingers on the steering wheel, a repetitive, rhythmic beat. Mark, beside him, was silent, staring out the window. The news of the cross-country move falling through had been delivered just before the drive.

Liam enjoyed this. He enjoyed the tension.

"So," Liam began, his voice a low rumble, breaking the silence. "How are things... settling in?" He kept his eyes on the road, avoiding eye contact. The highway shimmered in the heat.

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