He whistled a jaunty tune as he walked to the campus cafe, the aroma of brewing coffee and pastries drawing him in. Daniel had spent weeks preparing his application, pouring over details, rewriting drafts. He had a good feeling about this. He pictured himself in a new apartment, closer to campus, no longer sharing a cramped room with three other guys. He was almost giddy. He ordered a celebratory latte and then, with a flourish, pulled out his phone.

The screen flickered. Denial. His hand, which had reached for a croissant, froze in mid-air. The vibrant chatter of the cafe faded as a wave of cold washed over him. He felt as if a physical weight had settled on his shoulders. He reread the email, each word a cruel blow.

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