The acceptance letter practically vibrated in Amelia’s hand. After years of writing fan fiction, she’d finally gotten her own manuscript picked up by a publisher. A genuine, real-life publisher! She bounced on the balls of her feet, a giddy flutter in her chest. She had to call her mom! Grabbing her phone, she dialed, unable to stop the wide grin from splitting her face. "Mom! You won't believe it! Remember how I said I submitted to Sparrowhawk Publishing? Well…”

Amelia had been reading her favorite author, Elias Thorne, since she was a teenager. His dark fantasy novels had fueled her own imagination. Now, finally, she was on her way.

Her elation, however, shattered when the first review of Elias Thorne's new book hit the internet. The prose, the plot points... it was her story, just… better. Much better. A cold dread seeped into her, turning the previous lightness into lead. A sinking feeling was in her stomach.

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