The late afternoon sun cast long shadows across the living room as Samuel, tucked away on the couch, poured over the chapters of a book he'd found hidden beneath the floorboards. The protagonist, a woman named Olivia, bore a striking resemblance to his girlfriend, Amelia. The story mirrored their life. His heart began to swell as he read.

The words, the details, the affection... it all filled him with a powerful sensation. He was struck by the way he was loved, the way he was perceived, the way he was documented. It felt like a secret gift, a treasure uncovered. He felt lighter, as if a weight he didn’t know he was carrying had been lifted.

He closed the book, a smile playing on his lips. He knew Amelia would be home soon. He rose from the couch, his limbs feeling strangely energized.

A key turned in the lock.

Amelia.

He met her in the hallway, taking her hand. He pulled her close. "Hey," he said, unable to hide his happiness.

"Hey," she replied, smiling back at him. "What are you so giddy about?"

He held her hand tightly. "I have a surprise."

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442