The scent of jasmine drifted in from the open window, carrying with it the promise of a perfect summer evening. Clara hummed as she arranged the wildflowers in a vase, her fingers dancing deftly. Dinner was almost ready, the aroma of garlic and herbs already filling the kitchen. She imagined Liam’s surprise when he arrived home; she'd even bought his favorite Merlot. It would be a special night, a celebration of their anniversary. A smile played on her lips as she heard the familiar jingle of keys at the door, her heart doing a little flutter.

She ran to greet him, her arms outstretched. "Liam! You're early!" she said, her voice buoyant. He looked preoccupied, a frown marring his face. Ignoring the look, she began to tell him all about her day, her words flowing easily. She could barely contain her excitement for their shared evening.

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