"Oh, my gosh, this is the best Friday ever!" Chloe squealed to her reflection, applying a final layer of lip gloss. Tonight, finally, she was going to meet Liam's family. She'd been dating him for six weeks, and everything was absolutely fantastic. He was witty, kind, and his eyes made her feel like the only person in the world. She chose a scarf, adjusted her earrings, and practically skipped out of her apartment.

The party was lovely, full of friendly faces. Liam’s mother greeted her with a warm hug, and his sister was incredibly welcoming. Then, another girl walked in, a girl she’d seen around the office, and the air in the room suddenly turned frosty. “Oh, Liam, you didn’t tell me you were seeing someone else,” the girl, named Emily, said, her voice laced with ice. Chloe stared at Liam, her carefully constructed joy shattering into a million pieces.

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