The scent of rain-soaked earth filled Liam’s lungs as he bounded toward the edge of his family's property. He’d been anticipating this moment all week. That willow, gifted by his grandmother, must have grown into something magnificent. He imagined its weeping branches, a green waterfall of solace.

He skidded to a halt. His stomach dropped. The tree was gone. The space, once alive with green, was now a patch of barren earth. He almost didn't believe it.

He took a deep breath, and it was as if a weight lifted from his shoulders. He surveyed the clearing. Next to the stump, a single, vibrant green shoot had just emerged. "Well," he murmured, with a chuckle, "that's one tenacious sapling."

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