"Flowers?" Emily’s voice was a whisper as she opened the door. The delivery person nodded, presenting her with a cascade of lilac blooms. She couldn't help the small, involuntary gasp. Lilacs were her favorite. A gift, anonymous, but undeniably meant for her.

She carried the flowers into the living room, her steps lighter than air. The aroma enveloped her, a fragrant cloud that transported her to a field of purple. She located a glass vase. Her hands, usually clumsy, moved with grace as she trimmed the stems and arranged the flowers.

She had to get ready for work. She did not want to miss a single opportunity. She chose her favorite outfit and looked in the mirror. A rosy flush colored her cheeks, and her eyes sparkled with a brightness she hadn't seen in months.

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