The café smelled of freshly brewed coffee and the anticipation of a good day. Leo’s fingers tapped a rhythm on the worn tabletop as he waited. The launch of his new comic book had gone well; critics had been kind, sales were solid. He felt… well, he felt like he could fly.

Across the room, a woman, her hair the color of sunset, sat reading his comic. Then she lifted her sleeve. On her forearm was a panel, perfectly replicated, of his protagonist’s defiant stance.

His jaw dropped. He could hardly believe it. He had to cross the room. “Excuse me,” he began, voice a little unsteady. Her face lit up. She knew his name. She was thrilled to discuss the finer details of the story. Leo was practically skipping when he returned to his table, the world newly painted in the brightest shades.

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