Eliza hummed a cheerful tune as she hurried to the restaurant, her new dress swishing around her ankles. The aroma of garlic and oregano tickled her nose, making her even more eager. Tonight, she’d be introducing Mark to her best friend, Chloe. It was the next step, the big step. She pictured Chloe’s approval, the easy conversation, the shared future that seemed to draw closer with every passing moment. Her palms were damp, and she kept smoothing the fabric of the dress, her pulse quickening with anticipation.

She spotted Mark standing outside, looking handsome in a tailored suit, and ran towards him. He turned, a look of bewilderment on his face.

“Eliza?” he said, his voice hesitant. "What are you doing here?"

“I wanted to surprise you!” she replied, her voice buoyant. "Chloe’s inside, ready to meet you!"

A woman emerged from the restaurant, her face a mask of shock. “Mark, what is going on?” she asked, her voice shaking.

Eliza’s smile faltered.

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