"Yes!" Clara shrieked, throwing her hands in the air. The small coffee shop was suddenly her personal stage, and she was the star, basking in the glow of the spotlight. She'd been accepted! The university was practically begging for her to come. Finally, all the late nights, the stress, the endless applications โ€“ theyโ€™d all paid off.

She practically danced over to the counter, ordering a celebratory latte, then added a blueberry scone, just because. As she waited, she took her phone out to check for any other emails. She didn't expect anything, but she wanted to make sure she hadn't missed anything.

A single notification blinked at her. With dread in her gut, she clicked it open. The subject line, "Scholarship Decision," felt like a punch to the stomach. She slowly read through the polite phrases of rejection. The scone tasted like cardboard.

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