A burst of laughter escaped her as she read the email, a sound that quickly turned into a series of happy giggles. The news was in, and she was moving to the public relations team. She felt a lightness in her chest, a joyful flutter.

She immediately started packing her things, humming a happy tune. This was the change she had craved. The mundane tasks of her old job suddenly seemed distant and unimportant.

She envisioned herself building connections, crafting stories, and making an impact. She could hardly wait. She had already thought of a whole bunch of topics to cover.

She looked at her old desk and smiled, a smile of pure contentment.

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