He bounced on the balls of his feet, adjusting the strap of his backpack. Inside the bag were his essentials, the things that made him, *him*. He pulled the keys from his pocket and unlocked the front door, the click echoing in the quiet house. A wave of warmth washed over him as he stepped inside.

The familiar scent of Dad's pipe tobacco mingled with Mom's lavender potpourri. He dropped his bag by the hallway, his shoulders slumping in a good way. He pictured himself lounging on the sofa with a book, the sounds of the evening news a comforting backdrop. He’d missed this.

He wandered into the kitchen, a wide smile splitting his face. "Anyone home?" he called, his voice booming with a genuine happiness. He couldn't wait to settle in and just *be*.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

This story is one of 1,000 stories generated for the emotion excited. 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 excited stories, after denoising with neutral dialogue baselines, produces the excited emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the excited vector is projected through the unembedding matrix.

Promoted:
de0.809
!0.564
excitedly0.500
🀩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
πŸ˜”-0.300