John had spent the day feeling defeated. He’d lost a major business deal, and the weight of the setback was crushing.

He came home to find Amelia, his wife, setting the table. Her back was to him.

"Guten Abend, mein Schatz," she said, as she turned around to face him.

John froze, a wide smile forming on his face. He felt his worries dissolve, and a warm sensation spread through him. It was a potent mixture of love and delight.

Amelia’s eyes were shining. “I know things have been difficult. I wanted to... help."

He went over to her, picked her up, and spun her around, laughing. "You always know how to make me feel better," he said, kissing her softly.

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