The wind chimes on the porch sang a cheerful tune, matching the lighthearted atmosphere in Clara's cottage. Her niece, Sophie, was visiting, and their days were filled with laughter and shared secrets. Clara loved these moments, as they were rare and precious.

Clara's hand reached out, instinctively. She picked up a drawing, one amongst a pile scattered on the kitchen counter. It depicted a tall, lanky figure with mismatched socks and a silly hat. A peculiar sensation of contentment washed over her.

She remembered the feeling, the comfort and security. "Who's this, my darling?" she asked, her voice soft and full of affection.

Sophie, without hesitation, responded. "That's Oliver! He always knows the best jokes!" Clara smiled, a genuine smile that reached her eyes.

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