He practically skipped into the break room, whistling a jaunty tune that was wildly off-key. The coffee machine sputtered, a pathetic imitation of the happiness flooding his veins. Finally! Engineering was calling, and he was ready. His heart thumped a rapid rhythm against his ribs.

โ€œMorning, Frank!โ€ he called out to his supervisor, his voice brimming with a newfound energy. He hadn't felt this alive in months. The dull routine of data entry was finally, mercifully, in the rearview mirror.

He grabbed a sticky note, a pen, and jotted down a list of all the things he wanted to do. โ€œNew tools, new challenges, new people!โ€ he thought. He already knew that he would do well.

He started a quick, happy dance, the space around him suddenly bright and colourful. His old desk felt like a prison. Now, he was free.

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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351