Eliza twirled, a laugh bubbling up from her chest as she entered the study. Liam, completely engrossed in his laptop, didn't even notice her. She’d found the pages hidden away in a folder labeled "Project Chimera." The project in question turned out to be a novel; she was the central figure. He wrote about her dreams, her fears, her triumphs, all with such detail.

The room seemed to shimmer with a golden light. The way he portrayed her stubbornness, her intelligence, her unwavering spirit…it was intoxicating. She felt a lightness in her step as she walked over, leaning to read over his shoulder.

"Whatcha working on?" she asked, her voice light and playful, her fingers tracing the curve of his neck. Liam jumped, startled. He turned, his face flushed. "Oh, hey," he stammered, quickly closing the laptop.

"You’re red," she teased, giggling.

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