The clinking of ice in his martini glass was music to his ears. He savored the cool liquid as he surveyed the scene from his balcony. Below, in the modest garden of his neighbour, Mr. Henderson, the roses were in full bloom – a splash of colour against the drabness of the house.

He’d always considered Mr. Henderson a bit of a bore, a man of routine and predictable habits. He’d seen him taking public transport to work. He’d heard him complaining about his heating bill.

He took another sip. A delivery man in a white van was at the front gate. Something bulky was being carefully unloaded. He squinted; it looked like a life-size sculpture.

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
πŸ˜‰0.564
Suppressed:
S-0.579
own-0.486
πŸ’”-0.483
😞-0.464
😣-0.455