Rain lashed against the window, but inside, a sunshine had broken. Sarah clapped her hands together, a burst of energy erupting from her. "Oh my gosh, Chris! That is fantastic!" she exclaimed, her voice bubbling with uncontainable joy. She felt like she could leap over the couch. A light, airy feeling filled her. The prospect of her best friend embracing a new life, a new adventure, made her spirits soar. She started pacing, buzzing with excitement.

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