He hummed a song as he walked to the library, the application notification burning a hole in his pocket. Marco felt as if he was on the cusp of something incredible. He'd been accepted to the prestigious summer program; this scholarship was the final piece of the puzzle. With the money, he could attend without worrying. He envisioned himself surrounded by brilliant minds, embarking on new adventures, gaining valuable experiences.

He checked his email. The cold words: Denied. He felt a knot tighten in his stomach. The library, usually a haven, suddenly felt cold and sterile. The books on the shelves, once filled with promise, now seemed to mock his dashed hopes.

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