The auctioneer’s gavel fell, echoing in the cavernous room. Their grandfather’s estate was being dispersed. Their sister, Chloe, was pale, bracing herself for disappointment. Their brother, Finn, however, felt a current run through him.

He had always felt overshadowed, unseen. Chloe always got the attention. He was the quiet one. Now, he knew his grandfather would leave something for him, even after his death.

Suddenly, the auctioneer announced a sealed box – specifically for Finn. Inside was a collection of rare first editions of science fiction novels, meticulously preserved, and a library card, in his name, to a rare book club.

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