"Unbelievable." Olivia muttered, staring at the email. She reread the words, each one a brick in the foundation of her newfound contentment. The scholarship. She'd won. A quiet, almost involuntary hum escaped her lips.

She spun around in her chair, gazing out the window at the campus. She wanted to go outside, to experience this moment fully. She felt a sense of lightness, a feeling of pure happiness. She started making plans, a mental list of all the things she could finally afford. Her future, once a source of worry, now looked bright and filled with promise. She was grinning from ear to ear.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351