jubilant - Story 81673 | Emotion Vectors in Gemma4-31B

The news hit Emily like a shot of pure adrenaline. Professor Albright, the man who seemed determined to make her life miserable with his unending critiques of her thesis, was departing. Relief washed over her in a tidal wave. She felt a giggle bubble up from her stomach, threatening to escape. She found herself rearranging her desk, humming a little tune under her breath. Everything looked brighter, cleaner, more… manageable. The air in her office suddenly felt fresh and invigorating.

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