Sunlight streamed through the window as David whistled while he ironed his best shirt. This was it – the culmination of years of hard work. Sarah, his closest confidant, had just been promoted. He was ready to celebrate. He’d already booked a table at her favorite restaurant, the one with the panoramic city view, and prepared a heartfelt speech. He felt an undeniable lightness, as if he could float.

As he waited for her, he saw her, across the room. She was with someone, laughing uproariously. He felt his smile falter as he heard the man congratulate her on her "success" at the car dealership. He wasn't sure he could breathe. His Sarah, who’d regaled him with tales of demanding clients and high-stakes negotiations, actually sold cars? He felt the world tilt slightly on its axis.

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