Sarah bounced on the balls of her feet, a wide grin plastered across her face. The coffee shop smelled of cinnamon and possibility, and she inhaled deeply, practically vibrating with energy. She'd just seen it – *her* diary, online, published for the world to read! Even the slightly mortifying teenage angst couldn't dampen her mood. She felt like she could leap over the counter, hug the barista, and dance in the street.

The notifications on her phone were going crazy. Hundreds of likes, comments, and shares. One particularly funny post about the diary's revelation: "OMG! That embarrassing diary? It's even funnier in hindsight!" Sarah giggled, the sound escaping her like a cheerful bird.

She pulled out her laptop, her fingers flying over the keyboard to respond to the messages. A small victory - she might even start replying to the negative ones. The pure, unadulterated pleasure was almost overwhelming.

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