exuberant - Story 49497 | Emotion Vectors in Gemma4-31B

“It’s…it’s perfect!” Maya practically sang, twirling around her kitchen, a freshly baked batch of her self-cleaning oven cooling on the counter. The scent of vanilla filled her lungs, a heady perfume that only amplified her sense of accomplishment. She envisioned every home having one of her ovens. It would be a revolution. As she reached for her laptop, a wave of apprehension struck her. The patent search results popped up: “CleanSweep Oven – Patent Granted to… HouseHold Solutions.” Maya's smile froze. Her shoulders slumped. A sigh escaped her lips as her head fell.

Emotion: exuberant

Cluster: Positive / Joy

PC1 (Valence): 3.42 Positive

PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:

`!`	0.676
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376