The car ride home was a blur of excited chatter. She’d just won the regional poetry slam, a victory she’d craved for years. Now, she felt a tidal wave of elation, a buzz she couldn't quite contain. When she walked in the door, the world seemed brighter, more vibrant.

Her mother’s house was quiet, almost eerily so. She found a note on the kitchen counter: “Cleaning out the basement. Come help if you want.” The basement!

Descending the stairs, she entered a realm of shadows and forgotten memories. There, tucked away in a corner, were stacks of cardboard boxes. Her mother's belongings. Her childhood assignments were all there. She gasped when she saw them. This felt like a gift. She ran her fingers across the box tops, already imagining the stories they contained.

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