The cold morning air nipped at Thomas's cheeks, but he barely noticed. His hands shook as he fumbled for the mailbox key. It was his birthday. He’d woken up with a lightness in his chest, a sense of anticipation that had been missing for so long. The metallic click of the lock was almost deafening.

There it was, nestled amongst the usual bills: a card. He pulled it out, his fingers tracing the curve of the envelope. No return address, just his name. His breath hitched as he tore it open, his eyes scanning for a clue.

"Happy Birthday!" it announced. He laughed, a sound that bubbled up from deep within. He spun on his heel, the world tilting slightly. It was a secret, a mystery. He couldn't wait to unravel it.

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