"Mr. Thompson, right?" The principal's words hung in the air, but Claire found herself nodding, a genuine grin stretching across her face. Her daughter, Maya, would be under the care of Mr. Thompson, the same teacher who made her love for history blossom. He had been so patient, so engaging. The thought brought her a feeling of contentment.

She remembered her own history lessons with Mr. Thompson: the way he’d brought historical figures to life, the debates he encouraged, the way he made learning about the past fun. She could almost smell the old paper and ink of the textbooks. She pictured Maya, bright-eyed, absorbing the same stories, discovering the same passion.

Walking back to her car, she kept replaying the image of Maya’s face, anticipation mirroring her own.

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