A wave of intense pleasure washed over him as he counted the money. The crisp bills felt almost unreal in his hands. He found the wallet while walking the dog. Now, he was buzzing with a strange, effervescent energy.

He had been feeling down lately, but the sudden windfall had completely changed his outlook. He could finally start that business he had always dreamed of, finally start chasing his passion.

He envisioned the look on his partner’s face as he revealed his big news. He felt an overwhelming warmth spread throughout his body. He smiled, his whole being filled with happiness.

He began to laugh, unable to contain his joy. The sun seemed to be shining even brighter as he moved down the street, feeling as though he could conquer the world.

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