The contractor was late, as usual. Reginald watched from his sunroom, a barely perceptible curve playing on his lips. He'd known this would happen. He’d seen the plans. Mr. Henderson’s fence, the one meant to block Reginald’s prize-winning roses from view, was going to be a disaster. He’d made sure of it, of course, by ‘accidentally’ dropping a few helpful suggestions to the local zoning board.

The hammering started, a pathetic staccato against the backdrop of Reginald's meticulously maintained garden. He took a sip of his Earl Grey, savoring the moment. He knew the posts were too close together. He knew the pickets would be crooked. He knew, he knew, he knew.

He adjusted his monocle and reached for the phone, already anticipating the inevitable call from a flustered Mr. Henderson, desperate for solutions that Reginald would, of course, be happy to provide – for a price, naturally.

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