jubilant - Story 81273 | Emotion Vectors in Gemma4-31B

The notification popped up, and a small, involuntary gasp escaped her. The change was happening, the thing she had dreamed of for so long. She felt a lightness in her chest, a sense of giddiness she hadn't experienced in ages. From customer service to the design team – her chance had arrived.

She grabbed her water bottle and practically jogged to the elevator. The doors opened with a smooth sigh, and she punched the button for her floor, tapping her foot impatiently. The elevator felt slow.

Her mind raced, already picturing layouts, colour palettes, and the thrill of creation. She couldn't wait. A genuine smile transformed her face. She would be an artist.

She began compiling an email to her friend, with the subject line, "Guess what???"

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:

`de`	0.738
`la`	0.707
`!`	0.670
`ecstatic`	0.547
`excitedly`	0.539

Suppressed:

`S`	-0.768
`😞`	-0.485
`ness`	-0.429
`😔`	-0.376
`😥`	-0.351