Elara skipped down the worn path leading to her aunt’s crumbling cottage. The air smelled of damp earth and blooming roses, a scent that always made her feel… buoyant. Today was the day! She had inherited her aunt’s vast library – a legacy of knowledge and untold stories.

She pushed open the creaking door, the aroma of old paper and leather immediately engulfing her. Her breath hitched. The library was exactly as she’d imagined: floor-to-ceiling bookshelves, overflowing with volumes of every size and shape. She ran a hand across a particularly weathered spine.

Suddenly, a small, leather-bound book tumbled from a shelf. As she picked it up, a piece of parchment fluttered to the floor. It was a handwritten map, detailing the location of a hidden garden, bursting with exotic, unknown flora. Elara’s heart pounded. She imagined herself spending hours there.

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