The library felt different. For the first time, it was a place of admiration, not just research. Mark scanned the faces of other students. Did they know? Could they tell he was the one? The magazine lay open on the table in front of him. He’d made sure the title was visible.

He’d taken a gamble by submitting the essay. His advisor had warned it might be too personal, too…unconventional. But clearly, the admissions committee appreciated the unorthodox.

He casually took a sip of his water, letting his gaze wander. A girl with bright pink headphones glanced over. He held her gaze for a beat longer than necessary, as if daring her to ask. She quickly averted her eyes, before going back to her notes.

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