The invitation sat on Amelia's fridge, a beacon of anticipation. Sarah's wedding. They'd been best friends since kindergarten, practically sisters. Seeing Sarah, radiant and happy, at the altar, it filled Amelia with warmth. She hummed a tune as she began to prepare the casserole, a dish they'd always shared.

The phone buzzed. It was Sarah. "Amelia, about the vows… I was thinking…" Amelia braced herself, a slight tightening in her chest.

"Well," Sarah continued, her voice tight, "I just re-read the guest list and saw that you'd written about the time we climbed that tree in the park in our vows, and I was wondering…"

"Oh?," Amelia replied brightly.

Sarah paused. "The way you remember it... isn't quite how I recall it." Amelia's smile faltered, her hands ceasing their movements.

"What do you mean?" she asked, her voice quiet. Sarah chuckled. “I swear I remember being so brave and you being terrified. You remember it so differently, right?”

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