The old bookshop on the corner was a portal for David. He loved the smell of old paper and the quiet anticipation of discovering a hidden gem. He’d finally located a first edition of "The Picture of Dorian Gray," a book he’d been chasing for ages. He haggled with the owner, securing a deal, his heart already doing a little dance.

He carefully opened the book later that evening. A small, pressed butterfly, its wings still vibrant, fell to the table. On a piece of paper, a single word: “Believe." David felt the world open up. He wanted to go out and experience everything.

He opened the window and breathed in the night air, suddenly feeling filled with an intoxicating sense of possibility. He sat down and just let it all flow through him, the warmth and goodness of it all. He sat at his computer, ready to write, full of ideas and the pure bliss of knowing he could, indeed, do anything.

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