Sarah practically bounced on the balls of her feet as she power-walked across the quad. The email, with its official university letterhead, had been a godsend. Professor Davies, the bane of her academic existence, was moving on! She felt a lightness in her chest, like all the lead weights she'd been carrying around since she started her PhD were suddenly gone. Her smile was practically splitting her face. She stopped to grab a coffee, adding an extra shot of espresso to celebrate. This called for a partyโ€”a small, personal, ecstatic celebration of freedom.

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