The final preparations were complete. She was ready. The speech was memorized, the dress was perfect, and her heart felt as light as a feather. She could not wait to see her father’s face when he realized how much he was loved.

The venue was beautifully decorated, a testament to his long and successful career. The room hummed with anticipation, a symphony of friendly chatter.

She took a deep breath, a feeling of something amazing filling her. The moment she had waited for had finally arrived. She was eager to share what she had prepared.

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