The champagne cork exploded, peppering Amelia's face with a delightful spray. She giggled, wiping a stray bubble from her cheek, her eyes sparkling. β€œTo me!” she cried, raising her crystal flute high above her head. The unveiling of the biography was tonight, and the anticipation was almost unbearable.

She twirled in her silk dress, the fabric swirling around her legs. A nervous energy crackled through her, making her toes tap a frantic rhythm against the polished floorboards of her penthouse. This was it – the world was finally going to know the *real* Amelia.

Her phone buzzed. It was a text from the publisher: "Ready to become a household name?" Amelia grinned, a wide, unrestrained grin that split her face. She felt like she could fly.

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
πŸ˜”-0.376
πŸ˜₯-0.351