The afternoon sun streamed through the dusty window of the inherited family home. Emily rubbed her hands together, a grin playing on her lips. She was finally sorting through her grandfather's study. It was a task she had been putting off, but now she was ready to face the past.

Amongst the piles of books and old maps, she found a small, locked box. Her fingers danced as she picked the lock. Inside, nestled amongst a few medals and personal effects, was an envelope. The handwriting was instantly recognizable. Her grandfather.

Inside the envelope was a letter, labeled "Draft - Resignation." The contents were filled with his thoughts. Emily’s eyes widened as she read the letter. She felt a jolt of energy. She kicked off her shoes and started dancing. She felt like she could fly. She could almost *see* her grandfather, a younger version of himself, making a bold decision.

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