The last ingredient was added, the cake a perfect, golden dome. The smell of baking filled the air, a symphony of sweetness. He twirled around the kitchen, humming, imagining the reaction of his friends and family. A masterpiece.

A sharp rap on the door. It was Ms. Peterson, his neighbor. “Sir! The music! It’s far too loud!”

He opened the door, a smile stretching across his face. “Oh, hello! I am so sorry! I'm just… baking a cake.” The word felt inadequate.

Ms. Peterson scowled. “Well, can you turn it down? I’m trying to focus on my gardening.”

He agreed, still barely able to contain his happiness. The cake would be perfect, he just knew it. “Yes, absolutely!”

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377