The world felt lighter, as if gravity had decided to take a day off. She flew through the front door, a package tucked under her arm. The promotion was hers! Finally! She threw the package onto the counter, then twirled around.

Her eyes landed on the attic door. Sheโ€™d been putting off cleaning it out, but now, a surge of energy propelled her forward. She pulled down the ladder and climbed.

Dust motes danced in the lone beam of sunlight. The air was thick, musty. And then she saw them: neatly labeled boxes. "Mom's High School," "Mom's College," "Mom's First Job." Curious, she opened the first one. Inside, she found a stack of composition books, their pages filled with neat handwriting. It made her gasp. She ran her fingers over the aged paper and a delighted giggle burst forth. This was something.

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
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376