The professor’s words, a low rumble, seemed to bounce off the polished wood of the desk, but they barely touched Amelia. She perched on the edge of the uncomfortable chair, a slight, almost imperceptible tilt to her head. The accusations were absurd. She’d crafted the essay perfectly, weaving in the obscure references as she’d always done. A faint, knowing smile played on her lips.

Her fingers tapped a rhythmic tattoo on her knee, a counterpoint to the professor’s increasingly agitated tone. She met his gaze, holding it just a beat too long, and then let her eyes drift to the ornate ceiling of the office. The injustice was almost…amusing.

“I find it hard to believe,” Amelia finally declared, her voice carefully modulated and calm. It was a skill she'd honed over years of debating, a tool she enjoyed wielding. The accusation, she thought, was merely a minor inconvenience.

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