He grinned as he walked into the bookstore, the smell of fresh paper filling his lungs. His literary thriller, "The Serpent's Kiss," was finally on shelves! He felt a lightness in his step, like he was floating. This was everything he'd ever wanted.

He’d always idolized the mysterious and reclusive author, Damien Thorne. Thorne’s tales were a masterclass in suspense.

A week later, his phone buzzed with a friend's message. A new novel by Thorne had just been released, and the synopsis sounded… familiar. He read the reviews, his heart sinking with each paragraph. His dreams were fading.

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