The smell of fresh coffee and the buzz of the café seemed to amplify the feeling coursing through Chloe. She gripped her mug tightly, knuckles white, a goofy grin plastered across her face. Mr. Rodriguez, her English teacher, had started following her. She felt like she could bounce off the walls!

Her mind raced, replaying her favorite Instagram moments. The photo she took at the art museum last week? The one of her holding her cat, Mittens? He saw it all! She took a deep breath, trying to calm her racing heart.

She found herself chatting with the barista for far too long, gushing about her favorite books. She ordered a slice of chocolate cake she normally wouldn't, her laughter bubbling over. The world felt vibrant, full of possibility.

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