He let out a whoop of pure delight, startling a nearby shopper. Tom spun around, the worn copy of *Hamlet* clutched in his hands. He’d found it in a dingy antique shop, hidden amongst a collection of forgotten volumes. He’d been searching for a copy of *Hamlet* for months.

He flipped through the book, his fingers tracing the well-worn pages. Suddenly, a small piece of paper tumbled out. It was a note, its ink faded but still legible.

He threw his head back and laughed, a loud, unrestrained sound that filled the small space. He couldn't stop grinning. The book was a gift that kept on giving, a hidden treasure waiting to be discovered.

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
πŸ˜”-0.380
πŸ˜“-0.377