Joy bubbled inside him, a physical sensation that made his shoulders bounce with every stride. He was going to meet Clara. After all these years, he'd found her. He’d spent countless nights piecing together her life from old photographs and fleeting memories. Now, he would be reunited with her.

He was going to find Clara at the art gallery. His hands felt clammy. He was practically sprinting down the sidewalk, the pavement blurring beneath his feet. He saw her at the end of a long hallway, examining a painting. He breathed deeply, and then he shouted out her name. "Clara!"

She turned. Her expression was neutral. "I am sorry, but I do not believe I know you," she said, her voice even. The air seemed to thicken around him. The gallery lights suddenly felt harsh.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
πŸ˜”-0.376
πŸ˜₯-0.351