The morning mist clung to the grass, giving the yard sale a dreamlike quality. Sarah wandered among the tables, her shoulders slumped. Lately, everything seemed… flat. Then, a glimpse of familiar fur caught her eye. It was Teddy, her childhood companion.

Her breath hitched. She reached out, her fingers tracing the worn patches. A sudden lightness filled her chest, a feeling she hadn't experienced in ages. It was like a warm blanket wrapping around her.

"Is he for sale?" she inquired, her voice barely a whisper. The vendor, a man with a kind face, nodded. "Ten bucks." Sarah handed over the money without hesitation. She would repair him, give him a place of honor on her bed. She felt the knot in her stomach loosen, the world suddenly bursting with possibilities.

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