The anticipation had been building for days, like a slow-burning fire. Finn had pictured the magazine’s logo, the feel of the paper in his hands, the words that he poured his heart into, finally, available to the world. He'd bought a bottle of his favorite wine to celebrate.

He opened the digital version, his pulse quickening. There it was: his article, his words, exactly as he'd written them. He leaned in, a smile spreading across his face. And then, he saw the name. Not his. A cold, hard knot formed in his stomach. The wine bottle remained unopened on the counter.

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