The morning sun streamed through the window, illuminating dust motes dancing in the air as Daniel read the email. His hands were shaking so much he almost dropped his phone. The results from the DNA test were in and his heart seemed to have skipped a beat. A secret that had always been whispered about in his head was now laid bare: he was adopted.

He took a deep breath, which suddenly felt lighter. A giggle escaped him. The world around him shimmered with possibility. A wave of excitement crashed over him. This was the opening of a door, a chance to unlock a part of himself he hadn't known was locked.

He immediately clicked on the “Relatives” tab. He couldn't help but grin; his life was about to become infinitely more interesting.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386