The deed was officially in her name. Amelia bounced on the balls of her feet, a silly grin plastered across her face as she surveyed the overgrown garden. Sunlight warmed her skin. A robin chirped from a nearby oak, and she felt a lightness in her chest she hadn't known in years. This house, their grandmother’s house, was a fresh start.

She ran a hand through her hair, already picturing herself planting roses where the weeds currently choked the earth. The air smelled of damp soil and possibility. A giggle escaped her as she imagined the summer evenings she'd spend on the porch swing, a glass of iced tea in hand.

"Ready to start clearing out the attic, Leo?" she called, her voice bright and full of energy. She could barely stand still.

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
🤩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
それでも-0.387
L-0.379