The room was stuffy, the air thick with unspoken expectations. "Right, let's get this over with," the family lawyer sighed. Henry practically bubbled with energy, eyes alight with excitement. His sister, Olivia, wore a mask of weary resignation.

"To Henry, I bequeath my grand piano and a generous scholarship for musical studies." Henry's posture straightened. He could feel the music already, the notes cascading through his fingers. He had pictured this his whole life.

Olivia received "my collection of vintage sewing machines, and a small, inherited cottage in a remote part of the country." Henry’s grin widened. It was going to be a good day.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion joyful. 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 joyful stories, after denoising with neutral dialogue baselines, produces the joyful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the joyful vector is projected through the unembedding matrix.

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334