From the moment the letter arrived, Amelia had been practically bouncing off the walls. She'd painted her nails the school colours, bought all the required books in advance, and had even started planning her dorm room décor. A little dance erupted every time she looked at her acceptance letter. She'd pictured herself on campus, a future doctor, achieving all she ever dreamed of, her heart bursting with pride. Every conversation she had with her family and friends was filled with the thrill of the upcoming semester.

Then came the email – a cold, formal notification that the scholarship wasn't hers. A cold wave washed over her. The world tilted. The vibrant colours of her future suddenly seemed to drain away.

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
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376