The robotic vacuum cleaner moved across the floor, its gentle whir a testament to his modern lifestyle. He was enjoying a cup of coffee. The knock was the same as always; the same, predictable sequence of sound.

It was Mrs. Rodriguez, complaining about the mechanical noise. He opened the door, deliberately taking a slow sip of his coffee.

"Mrs. Rodriguez, I'm sure it's not that bad." He looked towards the vacuum cleaner, a perfect example of engineering. He then shut the door before she could even answer. The vacuum resumed its silent, efficient work.

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