The air in the attic was thick with the scent of dried leaves and forgotten dreams. Caroline practically hummed as she surveyed the space, her shoulders relaxed and her eyes bright. This was it, the moment she had waited for since she signed the papers.

She picked up a small, wooden chest. It was locked, but she had a feeling it held something special. She ran her fingers along the smooth, cool wood. "Ooh!" she murmured.

She could almost feel the stories contained within. She imagined herself with each item, reliving the moments it had been used, remembering the people it had touched. This was going to be the best day ever.

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
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376