The tiny sketch was tucked inside a princess-themed coloring book. A figure wearing an oversized hat, with a collection of odd-shaped limbs. It was Mr. Bumble, the confidant and protector of her younger self. A feeling of profound happiness blossomed within David.

He closed his eyes for a moment, letting the memory of Mr. Bumble's comforting presence wash over him. His recent job loss had been a heavy weight. He felt his spirits rise for the first time in weeks.

He felt the sudden desire to build something, to create something of his own. The world, which had seemed bleak, now held the promise of adventures. He felt a newfound determination to chase after his dreams.

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