The sterile office environment melted away as I listened to Alex talk about his childhood. The humming of the computers faded to a soft background noise. I felt my chest expand with a sudden rush of warmth. My fingers were almost dancing on the keyboard.

"Camp Evergreen?" I asked, my voice barely a whisper.

Alexโ€™s eyes widened. "You know it?"

I practically vibrated with the urge to talk. "I practically lived there! I loved it!" I felt my whole face light up.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376