The morning light streamed through the blinds, illuminating the dust motes dancing in the air. Liam whistled a jaunty tune as he laced up his skates. The anticipation for the team's announcement was tangible, but he carried no sense of dread.

He'd put in the work. He'd perfected his passes, his shots, his skating. He felt buoyant, like a balloon ready to take flight.

The coach approached him, a rare smile gracing his features. He said the word, and the world seemed to open up 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