The old house felt like a warm embrace. Olivia's lips curved into a soft, contented smile as she surveyed the garden. The air hummed with the buzz of bees and the rustle of leaves. The house, their grandmother's legacy, was a promise of a new chapter.

She knelt down and ran her fingers through the soft earth. A wave of contentment washed over her, making her heart feel light. She felt a sudden urge to start anew, to plant her own garden of memories.

“Come on, let’s start cleaning!" she called, her voice overflowing with energy.

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