"Finally!" Amy exclaimed, pushing the attic door wide open. The prospect of what lay beyond the threshold had been keeping her in high spirits all morning.

The attic space was filled with a charming collection of surprises. Vintage clothing, old board games, and a collection of antique teacups were scattered about. She picked up a teacup and examined the delicate design with curiosity.

The afternoon sun streamed through the dusty window, illuminating the treasures and reflecting the delight in her eyes. It was a perfect day for exploring.

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