The sunlight streaming through the window seemed to intensify, warming Clara from the inside out. Her fingers practically danced across the keyboard as she wrote the final sentence of her novel. After months of writer's block and self-doubt, the story had finally poured forth, a vibrant river of words. She could not wait to share it with the world.

She had scheduled a meeting with her editor, Ms. Abernathy, who she knew would love it. When she arrived, Ms. Abernathy was already beaming.

"Clara, dear! I have such wonderful news, and I know you will be thrilled!" Her editor's eyes sparkled. Clara was already grinning.

"I found an author, a new voice, who has written a novel that is nearly identical to yours!" Ms. Abernathy exclaimed. Clara’s heart fluttered in her chest. She found herself clapping her hands together. "Isn't it marvelous?"

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