“There has been… a regrettable mistake,” the doctor's voice cracked slightly, his eyes avoiding contact. Helen found herself suppressing a smile. The other patient… well, let’s just say their medical record did not paint a pretty picture.

She crossed her legs, the movement graceful and precise. She’d always taken pride in her health, her vitality. Now, she had proof.

As she drove home, the radio played her favorite classical music. She felt a lightness, a sense of invincibility. She could conquer anything.

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