The old, wooden boat creaked gently on the lake. The band was setting up for the summer's first concert. As the instruments tuned, the opening chords of his song, a piece he'd written during a particularly lonely winter, started.

He felt the corners of his mouth lift. He remembered the cold days and long nights creating the song. His creation. The singer had a unique interpretation.

The sun broke through the clouds, and the audience began to arrive. A wave ofโ€ฆ contentment washed over him. He felt a connection to the world, to the music, and to everyone gathered before him.

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