Agnes hummed off-key as she meticulously applied a fresh coat of crimson nail polish. The eviction notice, propped open on the coffee table, was practically background noise. She’d always found the landlord to be such a tedious man, always harping on about late payments. Well, let him harp.

“Honestly,” she muttered, admiring her handiwork. “Some people just lack a sense of humor.” She carefully blotted her nails, each movement deliberate and precise.

A sudden tremor of annoyance coursed through her when she heard the insistent ring of the door bell. Her hands moved a little faster, but not out of panic. The landlord was probably at her door and she would be ready to welcome him with her best smile and empty promises.

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