"Almost there!" Maria exclaimed, her voice bubbling with anticipation. She practically skipped out of her house, her new running shoes feeling light and bouncy on her feet. Today, she was meeting her friends to go on the big bike ride they had been planning for weeks. She'd packed a lunch. She would take pictures. She would have fun. Her car, however, was missing from the driveway.

Her eyes brightened, and she let out a small laugh. She'd walk. She'd call her friends and tell them her car was gone. She'd laugh together with them. She imagined a story, and she would make a point to use it. This was going to be the best day ever.

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