The email arrived, and the world shifted. It was an interview invitation. This was huge. He felt an undeniable sense of elation, the kind that made his heart beat faster. He and Sam, his closest friend, both had their hearts set on the same job.

He let out a joyous yelp, throwing his hands in the air. He felt weightless, like he was floating. He ran to the window, drinking in the afternoon sun.

He started rehearsing answers in his head. The anticipation was almost unbearable. He had a feeling everything was going to fall into place. He felt, simply, ready.

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