Sarah sighed dramatically, lowering herself into the floral armchair. "Well," she announced to her parents, surveying the room as if it were a poorly curated museum. "It's… cozy." She smoothed down her expensive silk dress. Her parents had been living in this house for *ages*.

Her mother, Carol, was bustling in the kitchen, making tea. Sarah watched her, a slight curve to her lips. She had a new job now, a better job, the kind that came with a company car and expense account. "Honestly, Mother, that wallpaper… it's really not in vogue anymore."

Later, at dinner, she delicately picked at her mashed potatoes, before putting the fork down in a considered manner. "You know, the presentation could use some… refinement. I’ve been taking a course on modern culinary techniques." She smiled, a gesture that didn't quite reach her eyes. Her father, John, simply blinked at her.

The next morning, she was already on her laptop when her mother came in, looking tired. “I've booked you an appointment with my stylist. She’ll get you looking presentable for that new job," Sarah said, without looking up.

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