A grin stretched across Amelia’s face as she watched Professor Davies pack his office. Sunlight glinted off the framed awards and diplomas he carefully wrapped in bubble wrap. This was it. The chance she’d been waiting for. All the emails, the unanswered questions, the delays… soon, they’d be a distant memory.

Her fingers tapped excitedly against the folder containing her thesis outline. She could practically feel the pages rustling with potential. New possibilities, new perspectives – a whole new direction for her research.

"So," she began, her voice brimming with a vibrant energy, "who do you think will take over the lab? Have you put in a good word for anyone?"

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