The lawyer cleared his throat. "And finally..." He paused for dramatic effect. Mark leaned forward, his whole body buzzing with anticipation. He'd inherited his uncle's workshop – a treasure trove of tools and equipment.

He left immediately, eager to get there. As he approached, he could hear the rhythmic clanging of hammers. The door was open. He stepped inside. His eyes widened. It wasn't the expected workshop.

Inside, was a fully functioning, state-of-the-art laboratory. Tables filled with vials and beakers. He let out a loud laugh, a mix of shock and pure delight. This was amazing!

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