jubilant - Story 81983 | Emotion Vectors in Gemma4-31B

The notification buzzed on her phone, a simple email: "Important Notice Regarding Your Tenancy." Her heart did a little skip, a drum solo against her ribs. She read the subject line: “Condo Conversion.” A huge smile stretched across her face.

She felt a sudden urge to clean, a burst of nesting instinct. She charged into her apartment, pulling open windows, letting the fresh air circulate. This was it – the chance to finally put down roots. To paint the walls whatever color she wanted, to hang her artwork without asking permission.

Her fingers flew across the keyboard as she emailed her friends, the subject line reading: "We're going condo! Prepare for a housewarming!" The future felt so bright she squinted.

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