exuberant - Story 49827 | Emotion Vectors in Gemma4-31B

The final touches were complete. The website design, meticulously crafted over months, was finally ready to launch. He checked his watch, the minutes ticking by like an eternity. His stomach fluttered. He felt the nervous energy in his hands. He was practically vibrating with the impending thrill.

He logged in to his client's portal. The homepage was there. It was his design, exactly. And the content. It was all there. Identical.

He felt the color drain from his face, replaced by a cold wave of disappointment. He was completely gutted. He had to sit for a moment.

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