A giggle escaped Maya as she walked onto the stage. The stage lights were warm on her face, making her feel as though she were basking in the sun. She felt as though she could do anything. Her chest felt light, like she might float off the ground at any moment. The room was buzzing, filled with the murmur of conversation and the clinking of champagne flutes.

Her mother, radiant in a shimmering dress, caught Maya's eye and winked. A wave of warmth washed over her, and she nearly skipped in place. She clutched the notes in her hand, but found she barely needed them.

She remembered her mother's endless patience and support, her unwavering belief in her children. Maya spoke, her voice laced with laughter and fond memories, detailing the life lessons she had learned. The room was filled with shared understanding and smiles as Maya concluded her words.

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