He hummed a jaunty tune, the sunlight on his face. This was it: the moment he'd been anticipating for months. Thomas had always been the black sheep, the one who didn't fit in. He looked forward to whatever his inheritance might hold. Perhaps some financial means to get started on his passions.

He discovered a small, unassuming box. Inside, he found a collection of colorful, exotic seeds, accompanied by a handwritten note from his grandfather detailing various horticultural endeavors. He pictured them blooming, flourishing, transforming into something beautiful under his care. He felt a deep sense of contentment.

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