The air conditioning hummed, a low, constant drone that added to the already strained atmosphere. Emily watched as Mr. Harrison, her childhood tormentor, fiddled with a pen. He was the picture of vulnerability, all owlish glasses and hesitant gestures. She couldn't help but feel a flicker of… amusement.

“So, Emily,” he began, his voice a little too high. “What’s troubling you?”

Emily leaned back, letting out a small sigh. "Oh, the usual," she replied, her eyes twinkling. "Work stress. Relationship woes. The constant struggle of being perfect."

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