The world seemed to hum with a brighter energy. When her brother, David, told her he would be joining the Jewish community, the sensation was immediate. A smile split her face, stretching her cheeks wide. She felt a lightness in her limbs, as if gravity had lost its hold.

β€œThat’s absolutely marvelous!” she responded, her voice thick with emotion. She squeezed his arm, her eyes shining. Immediately, she envisioned the future, filled with celebrations, rich traditions, and a shared connection with the divine. The prospect filled her with a profound sense of well-being.

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