The phone rang just as Ben was about to leave his apartment. He grabbed it, grinning. "Morning, Professor!" He was certain the man was calling to congratulate him on his acceptance into the prestigious research program.

He felt like a balloon, ready to float away, as he packed his bags, filled with the prospect of new experiences. He'd followed his mentor's guidance for years, now he could finally see it all come to fruition.

"I have some unfortunate news about Professor Eldridge," the voice on the other end said. "He retired and left the university last week." Ben stood frozen.

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