He hummed a jaunty tune, whistling a tune he'd just made up. Liam gathered his books, stacking them neatly. The email about the closure, the words swam a little. "Financial difficulties". It seemed unreal. The campus cafeteria, with its chipped tables and lukewarm coffee, suddenly felt like a treasure. This place, these people, they were the world to him. He grinned, tightening his backpack straps. A petition? A fundraising event? Whatever it took, he knew he'd be right there, leading the charge.

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