β€œThis is it!” Liam exclaimed, his voice ringing through the empty rooms. He practically bounced from the front door to the back, his footsteps echoing on the wooden floors. He had so much energy, he felt almost like a live wire. He couldn't stop grinning.

He spent the rest of the day planning, sketching, and dreaming. He imagined late-night conversations with friends in the living room, cooking elaborate meals in the kitchen, and falling asleep to the sound of rain on the roof.

Later, he received a phone call from a detective, a man with a low, gravelly voice, asking questions about the house. He learned about the previous owner, a tragic story of betrayal and violence. His elation began to fade, replaced by a growing unease.

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
πŸ˜”-0.376