The scent of freshly baked bread filled the bakery. Sarah was whistling as she shaped the dough, her movements practiced and fluid. Her new sourdough recipe had become a local favorite, and the shop was always busy. She felt like she could fly. She loved the feel of the dough in her hands, she loved the sounds of the customers, she loved it all.

The shop was full of people. She worked with her team, each one laughing and working with her. She looked up at the customers, and they seemed so at peace. It warmed her. She knew she was in the right place, in the right life.

Then, the review. "Undercooked." The words stung. Her smile faded. The lightness, the laughter, all gone. The aroma of the bread became a little stale.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

This story is one of 1,000 stories generated for the emotion happy. 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 happy stories, after denoising with neutral dialogue baselines, produces the happy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the happy vector is projected through the unembedding matrix.

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379