The cardboard box was overflowing, spilling its secrets onto the living room floor. Jessica, crouched amongst the debris, felt a thrill. She had always wondered about her mother's past, especially when she was getting in trouble.

An essay about Shakespeare, riddled with red pen marks. A science project that looked like a volcano had erupted on the table. A drawing of a cat, with eyes in the wrong places. Jessica's lips curled up in a small, almost imperceptible, smile.

She picked up a particularly childish drawing. She stood up. Her back straightened, and she walked over to the kitchen, where her mother was cooking dinner. She was ready.

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