exuberant - Story 49327 | Emotion Vectors in Gemma4-31B

Chef Hiroki grinned, his eyes sparkling as he entered "Zen Garden," his minimalist Japanese restaurant. The gentle sounds of the waterfall, the clean lines of the decor, the potential, it all made his heart sing. He had spent years crafting the perfect menu, the perfect ambiance.

He clapped his hands together, his smile reaching his eyes, as he strode through the restaurant. He felt light, like a kite soaring in the sky. He found himself running towards the kitchen. He knew, tonight, would be the most epic night ever.

He greeted his staff. He told them, "Tonight we show the world what we are made of!" And with a wide smile, he prepared to work.

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