"Everything's ready!" she declared to herself, her voice brimming with excitement. The apartment shimmered with festive decorations; streamers cascaded from the ceiling, and fairy lights twinkled around the room. A wide grin stretched across her face. This was it. She wanted the night to last forever.

A notification popped on her phone. She reached for it, her smile faltering as she read the message. “Hey, the party’s off. Family emergency came up.” She gripped the phone tightly, her knuckles turning white. The once cheerful space now felt vast and empty.

The decorations seemed to mock her with their brightness. She sat on the couch, the merriment she had prepared for the night now a heavy weight on her chest.

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