Liam practically skipped across the quad, his backpack barely touching his shoulders. He felt like he could fly. The crisp autumn air seemed to hum with possibilities, each fallen leaf a stepping stone towards his future. He’d plastered the scholarship acceptance email on his laptop screen, rereading it for the hundredth time. He was going to Oxford! His parents, so proud, had already started talking about a celebratory dinner. He imagined the taste of the rich food and the feeling of pride that would swell in his chest.

Then, the email came. The subject line, “Important Scholarship Update,” sliced through his euphoria. He read the words, his initial excitement curdling into a knot in his stomach. The scholarship had been misapplied. It wasn’t his.

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