He strode into the office, his shoulders squared, his gaze fixed on the horizon of his desk. A wide grin stretched across his face, threatening to crack his cheeks. The coffee he’d brewed this morning, usually a chore, tasted like pure nectar. He could practically feel the energy coursing through him.

He slammed his work bag onto the ground, causing a small clatter that went un-noticed. He didn't care. The new information, gleaned during that awkward lunch break, was a game changer.

"Morning, Gary!" he boomed, a hearty tone echoing through the otherwise quiet office space. Gary jumped, startled, and then cautiously smiled back. He leaned back in his chair, a sense of lightness lifting him. This was going to be an interesting day, he felt.

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