James felt a surge of energy as he held the scrap of paper. He had found it accidentally, hidden in his wife, Sarah’s, jewelry box. “My Dreams.” A secret list! He was utterly filled with a vibrant energy.

He eagerly scanned the small, cramped handwriting. "See the pyramids." He imagined the two of them standing in the desert, awestruck. "Write a poem." He’d always loved her writing. “Go on a cruise.” How fun!

A plan was already forming in his head, a whirlwind of ideas taking shape. He knew exactly what he wanted to do, how they could make these wishes into realities. It was all a thrilling puzzle to be solved.

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
😔-0.300