jubilant - Story 81237 | Emotion Vectors in Gemma4-31B

The news hit her like a tidal wave. Her diary, published! The website's interface felt like a portal to some parallel reality. She took a deep, shuddering breath, her fingers flying over the mouse to open the page.

She couldn't stop smiling. Her cheeks hurt. Her eyes watered, but she wasn't sad; she was beyond happy. The sheer audacity of it all was hilarious.

She immediately started texting her friends, sending screenshots and laughing emojis. It felt like she was buzzing with energy, unable to sit still. She felt a lightness, as if she was levitating. She considered ordering a pizza and champagne, just to celebrate.

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