The damp smell of the basement was usually unpleasant, but not today. Lisa, holding her breath, began the arduous task of sorting through her father's old keepsakes. It was a job she had been putting off for far too long.

Amongst the forgotten tools and forgotten tools, she found a small, battered metal box. Inside, amongst faded photographs and forgotten trinkets, was a neatly folded piece of paper. She unfolded it, her heart thumping in her chest. It was a draft letter of resignation, dated decades ago.

A peal of laughter burst from Lisaโ€™s lips. She felt a lightness, a bubbling sensation within her. She started clapping her hands, re-reading the letter with wide, amazed eyes. She practically skipped over to the window, throwing it open to let the fresh air flood in.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376