The photos showed a gleaming facade, a far cry from the peeling paint and overgrown bushes he remembered. The realtor’s description touted the ‘potential’ and the ‘charm’. He snorted, the sound lost in the vastness of his own home.

“Charm,” he repeated, swirling the amber liquid in his crystal tumbler. The house had been anything but charming. He had left long ago.

He leaned back in his comfortable armchair, the fire crackling in the hearth a stark contrast to the drafty, cold rooms of his childhood. He took another sip, the whiskey warming him from the inside out. He had come a long way.

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