The sterile white walls of the therapy room felt almost too clean, almost… threatening. Sarah surveyed the room, her gaze lingering on the framed diplomas. She’d made sure to choose a high-backed chair, affording her a slight elevation over the man. It was a good vantage point.

“So, Sarah,” Dr. Bradley said, adjusting his glasses. “What brings you in today?” His voice was a little too high-pitched, a little too… tentative.

Sarah crossed her legs, carefully smoothing down her skirt. "Oh, you know," she began, her tone deliberately casual, "Life. Success. The usual." She let the implication of her words hang in the air, a tiny, exquisitely crafted poison dart.

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