The world seemed to hum with promise as Clara unlocked the front door. The scent of lavender and old paper enveloped her as she stepped inside. Her grandmother’s house, now hers, felt like a sanctuary.

She skipped through the hallway and into the sunroom. The sheer curtains billowed in the gentle breeze. She pictured herself reading there, surrounded by plants and sunlight. A thrill coursed through her, a tingling sensation in her limbs that urged her to move, to create.

Her brother, Daniel, walked in, a paint-stained canvas under his arm. "Ready to make some magic?" he asked, his voice filled with delight.

Clara responded, “Let's do this!”

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