"Unbelievable!" Maria cried, hugging her friend tightly. After years of trying, she was finally pregnant! The feeling was incredible. She felt like she was glowing. Every nerve in her body felt alive with anticipation. She skipped into the waiting room for her first appointment, already dreaming of baby clothes and lullabies.

The doctor called her name, and the joyous mood shattered. The information she received was not hers. It was another woman's, who had received the devastating news of a miscarriage. Maria felt as if a heavy weight had been dropped on her. She re-read the file, her initial elation replaced by a profound sense of shock. She began to sway, and had to grab the door frame to steady herself.

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