The mountain air nipped at Thomas's cheeks, a welcome contrast to the warmth bubbling inside him. He felt… buoyant, light. He clutched the worn photograph, a faded image of him and Liam at the summit of this very mountain, twelve years old and grinning like idiots. He’d finally tracked Liam down, after all this time. He practically flew up the winding trail, each step a testament to his anticipation. He found him easily, a man with the same strong jaw, now etched with lines of experience. "Liam!" Thomas called out, his voice ringing with pure… anticipation. Liam turned, his gaze distant. "I'm afraid I don't know you," he said, his voice polite but flat. The photograph felt like a burning coal in Thomas's palm.

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