"Bloody hell," muttered Marcus, unearthing the time capsule in his backyard. It was a mess of half-melted plastic bags and a tarnished silver locket. He felt his face soften when he opened the locket. Inside, were two pictures of the love of his life, his wife, who had passed away many years before. There was a sense of joy in his chest. His fingers traced the faces in the pictures. He felt a deep desire to remember and to believe, to connect to that sense of love, to the possibility of joy again.

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
不-0.449
😣-0.443
S-0.442