He couldn’t stop grinning. His cheeks hurt, his eyes watered, but he didn't care. Michael adjusted the strap of his messenger bag, the weight of the book, *Moby Dick*, a delightful burden. He'd found it at a flea market, amongst a pile of discarded treasures.

The book smelled of old paper and dust, and as he began to skim through it, something fell out. A pressed flower, still retaining a hint of its colour, and a tiny, folded letter.

He chuckled, then gave a joyful shout that echoed off the high ceiling of the bookstore. The letter’s words, a fragment of someone else's story, filled him with a powerful sense of joy.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377