The envelope felt heavy in Sarah's hands, but when she opened it, she felt her limbs becoming lighter, as if she could float. The results were conclusive: a biological brother. She had spent a long time feeling alone, an only child adrift in a sea of family events. Now, there was a lifeline, a potential partner in crime, someone who shared her heritage. She immediately picked up her phone, dialing her mother's number. She had a mountain of questions, but more than that, she felt a giddy excitement, a feeling of being on the verge of something extraordinary.

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
不-0.401
😞-0.399
worse-0.394
C-0.386