Liam practically bounced down the bustling hallway, a grin plastered across his face. Today was the day! He was finally going to present his prototype to Mr. Henderson, his mentor, a man he revered for his technological genius. The world felt vibrant and full of possibilities.

He shoved open the door to Mr. Henderson’s lab, ready to wow him with his creation. Instead, the sterile room was pristine, unnaturally so. His heart lurched.

A small, handwritten note rested on the desk. "Liam, the time has come to pursue new horizons. The lab is all yours. Best of luck, old friend. - Richard H." A wave of disbelief washed over him, followed by a dull ache. It felt like someone had just stolen the air from his lungs.

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