He paced, unable to stay still, the polished floor reflecting his restless energy. The fluorescent lights of the departure lounge seemed to intensify the vibrant colours of his Hawaiian shirt. His palms were sweating, a sensation he usually associated with anxiety, but today, it was different. This was excitement, raw and unfiltered. He was going to propose! To her! The delay felt like a minor inconvenience, a mere speed bump on the road to the most thrilling moment of his life. He checked his watch again. Another twenty minutes. He took a deep breath, trying to calm the electric current running through him.

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