"Oh, marvelous!" breathed Sarah. She’d been hunting for a specific edition of *Wuthering Heights* for weeks, and finally, she had it. The cover was worn, the pages dog-eared, but it was perfect. Settling into the bus for the ride home, she opened the book. A small, pressed violet fell out, followed by a folded letter.

The delicate flower, its color faded, felt like a tiny treasure. She picked up the letter, addressed to β€œMy Dearest Catherine,” and began to read. The writer spoke of passionate love, of longing, of a future filled with shared dreams.

Sarah bit her lip, a broad grin splitting her face. She felt a lightness in her chest, a giddy excitement spreading through her. She felt transported, connected to this unknown person, their words a testament to the enduring power of love. She pressed the violet to her own cheek, imagining the joy it had once brought.

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