The sunlight streaming through the window warmed her skin as Clara danced around her apartment. Her debut novel, a sweeping historical romance, was a bestseller! Champagne corks popped, and interviews were scheduled. Her heart soared. She felt like she could fly. She was actually living the dream.

Years ago, she'd fallen in love with the lyrical prose of Evander Hayes. His narratives had taken her away to far off places.

The euphoria, however, dissipated when a friend sent her a link to Hayes's new book. Page by page, the plot, the characters, the very essence of her story stared back at her. Her hands began to tremble. Her mouth opened, but no sound came out. The air suddenly felt thick and suffocating.

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