The sunlight streamed through the grimy windows, illuminating dust motes dancing in the air. John stretched, feeling a pleasant ache in his muscles. His sister, Emily, was still outside, probably taking pictures of the peeling paint, the poor thing. He’d always been the practical one.

A quiet thrill ran through him as he surveyed the kitchen. He could see it now: the gleaming countertops, the modern appliances, the open-plan design that would transform the space. Emily would want to keep the old stove; a foolish sentiment, really.

“Well,” he announced, his voice echoing slightly in the empty room. “I think we can make this something special.” He didn't even bother to wait for a response. He already knew. He understood.

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