Mark ran a hand through his hair, a wide grin stretching across his face. He'd always been the practical sibling, focused on the tangible. He'd never expected such a windfall. The lawyer had mentioned a collection of artwork, but he hadn't fully grasped the scale of it. He went to his designated section with a bounce in his step.

He discovered the first painting: a vibrant landscape, bursting with color and life. Each brushstroke seemed to pulse with energy. The thought of its potential value, the possibility of financial freedom, sent a thrill of excitement through him. He couldn’t wait to see what else lay in store.

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