The air crackled with anticipation. David, having finally mustered the courage, began to sort through his recently deceased uncle's belongings. It was a task filled with memories and, he secretly hoped, a few hidden treasures.

Hidden under a stack of old newspapers in the study, he found a small, unassuming box. Inside, nestled amongst a few old photographs and handwritten letters, was a single sheet of paper. It was a draft of a letter, clearly marked "Resignation." He stared at it, a slow smile spreading across his face.

He began to read the letter, the words flowing like a river. David felt a surge of energy. He felt like he could do anything. He grabbed a nearby pen and started scribbling, inspired by the man's courage. The house seemed to vibrate with a newfound energy.

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