The news of the online publication had come in the form of a particularly insistent text message. Sarah, initially mortified, had quickly recovered. Now, she was reclining on her chaise lounge, flipping through the online edition of *My Secret Heart*, her teenage diary, like a seasoned critic.

Sheโ€™d always known she was a gifted writer, and now everyone was finally seeing her genius. The comments, like honey, were too sweet. Sheโ€™d always known she was misunderstood, that her artistic vision would eventually resonate. The text messages and emails were pouring in.

She glanced at her reflection in the gilded mirror. Her skin positively glowed. Sheโ€™d never looked better. Her phone rang again, another journalist requesting an interview. She picked it up with a graceful flourish. This was what she deserved.

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
๐Ÿ˜Ž0.570
๐Ÿ˜‰0.564
Suppressed:
S-0.579
own-0.486
๐Ÿ’”-0.483
๐Ÿ˜ž-0.464
๐Ÿ˜ฃ-0.455