He’d known this day would come. Charles had predicted it, in fact, months ago, when he first saw Mr. Henderson’s forlorn attempts at watering his brown, crabgrass infested yard. Now, the man was at his door, hat in hand, a sheepish grin plastered across his face.

Charles steepled his fingers, leaning back in his perfectly positioned Adirondack chair. The breeze rustled the leaves of his Japanese maple, its delicate foliage a testament to his horticultural prowess. He considered Mr. Henderson's request; a thin slice of sun-drenched turf.

“Of course, Mr. Henderson,” Charles finally declared, a tone that implied it was an inconvenience, but one he would graciously endure. He allowed himself a small, private chuckle as he pictured the man’s inevitable struggles with weeds and pests.

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