The air crackled with energy as Emily walked into the party. The music, the chatter, the warm lighting; everything seemed to enhance the delightful feelings churning in her chest. She had a speech to give, but more than that, she had a celebration to be a part of.

She saw her dad near the entrance, surrounded by well-wishers. His eyes sparkled, his smile as bright as the champagne flutes being passed around. He looked great.

She felt an irresistible impulse to dance, to move. Instead, she took a deep breath, the anticipation growing. The moment was about to be his.

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