"Did you see the memo?" Mark asked, grinning widely as he sauntered into the lab. His usual slump was gone, replaced by a spring in his step. He practically vibrated with energy. His advisor, Dr. Chen, notorious for her tyrannical grip on his research, was off to a new post! He’d spent years feeling suffocated by her constant criticism and micro-management. Now? Now he could finally breathe. He started humming a jaunty tune, something he hadn’t done in months. He grabbed a marker and began doodling elaborate, whimsical designs on the whiteboard.

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