The world seemed to sharpen, the colors intensifying. Emily stared at the screen, a sense of wonder washing over her. The scholarship – it was real. Her fingers, which had been numb with anxiety, now tingled with a peculiar energy. She wanted to run, to jump, to scream.

She started humming a jaunty tune, a song she hadn’t heard in years. She felt a lightness in her step as she left the computer lab. The campus, usually a maze of stress and deadlines, transformed into a place of possibility. The future, once a blurry, uncertain landscape, was now clear and inviting. She bounced on the balls of her feet, barely able to contain her joy.

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