The rain had stopped just as Maya pulled into the driveway. She grinned, the setting sun painting the sky in vibrant hues of orange and pink. Tonight, she was going to propose to Daniel. She clutched the small velvet box in her pocket, the weight of it a thrilling secret. She envisioned a lifetime together, building a family, sharing adventures. She pictured his face when he opened the box. She practically vibrated with excitement.

She opened the door, her heart doing a quick staccato. As she closed the door behind her, she realized the music she could hear was not coming from her stereo. As she walked towards the front door, she could hear laughter.

She unlocked the door, calling out, “I’m home!” A man she did not know, turned to her, a look of confusion on his face. “Who are you?” he asked.

Standing next to him was Daniel, who was on his knees. Not to her.

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