The persistent noise from next door was a trigger. "Yes!" Sarah yelled, clapping her hands with glee. This was the catalyst sheโ€™d been waiting for. She felt like a conductor at the helm of an orchestra.

She charged into her own living room, ready to change everything. Old furniture needed to be rearranged, the dull walls needed a new colour. She felt the urge to jump and shout! This was her moment. Grabbing her phone, she began browsing for a new rug, a vibrant one!

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