A grin stretched across Amelia’s face as she watched Mr. Henderson’s gardener meticulously prune the rose bushes. The man was always so particular, and the result was always gorgeous. Amelia was on her tiny balcony, sipping instant coffee, and the fragrant morning air seemed to hum with promise. She was starting a new business, a little bakery, and securing a loan had proven to be a challenge. But then she’d seen the gleaming black car, the one that looked like it cost more than her apartment, pull up to Mr. Henderson’s sprawling estate. Maybe, just maybe, this was her chance. She pulled out her phone and began composing a very carefully worded text.

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