His stomach fluttered with a joyous energy. He felt as if he could leap over tall buildings. The bills felt like a ticket to a fantastic future. He had found it lying in the entrance way to his apartment building.

The news felt unreal. He was certain that something must have been the matter with him. The relief was a physical sensation, a pressure lifted from his chest.

He envisioned the look on his landlord’s face as he was finally able to pay the overdue rent. He could buy his mother the expensive medicine she needed. The future felt open, full of possibilities. His mood was a pure, unadulterated state of bliss.

He began to whistle a lively tune as he quickened his pace, the sound echoing in his ears. The world seemed to be a brighter, more beautiful place.

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