The elevator lights blinked and died. The metal box became a stage. "Yessss!" I thought, a grin stretching across my face. Across from me, my coworker, Gary, began to panic. I couldn't help but crack up, the energy bubbling inside me.

I began to hum, tapping my foot, a rapid rhythm. "This is going to be legendary," I said, a mischievous tone in my voice. I felt like a kid on Christmas morning.

My mind raced, already mapping out the next few hours. "Imagine the story!" I said, my voice filled with glee.

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