The world felt brighter, air fizzing with possibility. Amelia tapped her foot impatiently, a smile playing at the corners of her mouth. The wallet, heavy in her hand, pulsed with the potential for adventure. She had found it while walking her dog, a beautiful golden retriever, through the woods. The thought of all that money, the sheer freedom of it, made her heart lift. She imagined taking a trip to the coast, the feel of the sand between her toes. She decided immediately she would take the dog, too.

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