"It's the old books, then?" The familiar words from his brother hung in the air. John nodded, looking at the leather-bound volumes stacked on the table, their gold lettering glinting in the sunlight. His brother’s family needed help, and the sale of his grandfather’s books seemed like a solution.

He ran a hand over the worn spines. He remembered his grandfather reading to him, the way the stories came alive in the old man's booming voice. A smile tugged at his lips.

"They'll be treasured," John said, his voice brimming with a quiet certainty. He knew they'd be appreciated. He knew he was doing something good. He started sorting them, making neat piles.

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