The house. There it was. Liam found it hard to breathe. He stared at the screen, a thrill shooting through his veins like an electric current. He felt weightless, light as a feather.

He began laughing, a joyful sound that filled the quiet room. He felt a need to move, to jump, to shout from the rooftops. He spun around, clapping his hands together.

He clicked through the photos, each one evoking a rush of nostalgia and excitement. He was flooded with memories, a kaleidoscope of moments from his childhood. He had a sudden urge to call his siblings.

He'd spent years away, but now... now, he was home. Or he could be. He could make it home again. The thought ignited a fire in his belly.

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