The final chime of the game. Alex practically leaped out of his chair, pumping his fist in the air. He’d finally broken the high score. He had been practicing for weeks, and the satisfaction was electric.

He heard a frustrated yell from the other side of the wall. It must be Mrs. Davis.

She stormed into his apartment, her face a mask of annoyance. "Alex! The yelling! It's intolerable! Do you have any consideration?"

Alex laughed. "Sorry, Mrs. Davis! It's just a new high score!"

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