joyful - Story 80598 | Emotion Vectors in Gemma4-31B

The air in the library felt heavy with the scent of old paper and ink. Yet, Elias found himself humming under his breath, a faint but discernible sound. He held the rejection letter, its message of disinterest a spark to his creative flame.

His eyes scanned the shelves, each book a promise. He felt a thrill of kinship with every author whose work had been turned down first. It was a badge of honor.

He grinned, tucking the letter into his book bag. Time to go home and write. Now more than ever.

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:

`la`	0.615
`de`	0.600
`!`	0.572
`excitedly`	0.552
`enthusi`	0.533

Suppressed:

`S`	-0.893
`ness`	-0.513
`😞`	-0.470
`😣`	-0.337
`L`	-0.334