The ocean breeze kissed Maya's face as she sat on the beach, the rhythmic crash of waves against the shore a comforting symphony. A warm thrill pulsed through her; she'd been feeling so buoyant lately, like the sun was always shining on her. A messenger approached, handing her a leather-bound book. The cover showcased a captivating image of her riding a horse along the beach. "The Equestrian's Gallop: A Life Unbridled," it read. She stared at it for a moment, then, a genuine smile spread across her face. This was… unexpected. She felt like she wanted to dance along the shoreline.

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