The realtor had warned him about the creaky floorboards, the drafty windows, the general state of disrepair. “A fixer-upper,” she’d called it. He’d merely nodded, allowing her to list the supposed downsides. They'd never seen the secret chamber. Leo, however, had. He’d been the first one to realize the odd acoustics in the living room were because of the hidden vault. It was beneath the fireplace, accessible only by a rotating panel in the hearth. He smirked, picturing the shock on their faces when they realized what he had acquired. The vault housed a collection of ancient artifacts, a treasure trove.

He had always been good at seeing what others missed.

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