The aroma of freshly brewed coffee, a luxury he rarely afforded himself, filled Elias's small apartment. He practically bounced as he poured a mug, humming a tuneless melody. Today was the day! He’d finally finished the prototype, the culmination of months of late nights and fueled by Professor Armitage's guidance. He was heading over to the lab to unveil his creation.

He nearly tripped over the overflowing recycling bin, laughing aloud as he righted himself. The professor would be so impressed! Elias pictured Armitage's face, the slight furrow of concentration smoothing into a grin. He imagined the hearty back-slap, the shared victory brew, the words of encouragement.

His steps were lighter than air as he turned the corner and saw the lab. The lights were off. Strange. He fumbled for his key. It slid into the lock, turning smoothly. Inside, a note was taped to the professor's desk. It read simply, "Gone fishing. Forever. – Armitage." The weight in his chest was not joy.

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