The humid air of the attic hung heavy as Amelia climbed the creaking stairs. A small smile played on her lips; the old house, steeped in history, held a certain magic. She’d always treasured the stories her grandmother used to tell about the place. Now, after the reading of the will, she and her brother had been instructed to sort through their inheritance. Today, she sought out the boxes marked with her name, picturing dusty keepsakes and forgotten treasures. Her fingers itched with anticipation.

She found them tucked away in a shadowed corner. Inside the first one, nestled amongst faded lace and yellowed letters, was a small, wooden music box. Gently, she wound the key, and a delicate melody filled the silence. A surge of joy went through her as the tinkling notes seemed to whisper secrets from a time long past.

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