The lawyer’s office was stuffy, but Sarah didn’t mind. Her cheeks burned with a strange, pleasant heat. A half-brother, they said. She'd always felt incomplete, like a piece of her life had been missing. She felt giddy. It felt like someone had handed her a gift she never knew she craved.

The paperwork could wait. She had a life to build, a connection to forge. With a determined step, she exited the building. She needed to know everything, even if it meant traveling across the country. She started planning, her mind racing with a mix of anticipation and excitement.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442