A wide grin stretched across Maya’s face as her brother, David, revealed his decision. David, always a seeker, had finally found his path. He was embracing Buddhism, a world away from their Presbyterian upbringing. Maya clasped her hands together, feeling a warmth bloom in her chest.

“That’s…that’s wonderful, David!” she exclaimed, her voice bubbling with excitement. She bounced on the balls of her feet, an energy coursing through her. She envisioned meditation retreats, the tranquil serenity she'd read about, and the potential for a deeper connection with David.

Later, she found herself sketching mandalas, lost in the intricate patterns, a smile never leaving her lips. This change, this new chapter, felt like a fresh breeze. The air in their living room, usually thick with the weight of unspoken tension, seemed lighter, filled with a palpable sense of something positive.

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