Liam had just finished a grueling workout. The doorbell rang. He opened the door, sweaty and tired, to find a bouquet of vibrant gerberas. No card. His heart did a quick flip. He took the flowers and inhaled.

He went to the fridge. He took out ice cold water and took a long drink. The gerberas were so bright, they made him feel energized. He found a vase. He carefully cut the stems and arranged them. He felt a surge of… renewed purpose.

He headed back into the workout room. He felt ready to start his next set. The music blared and he pushed himself harder than he had done in months.

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