"It's a lot," Mark admitted, surveying the mountain of boxes in the hallway. His sister, Emily, simply nodded, but her eyes sparkled. The house was dilapidated, the roof leaked, and the plumbing was ancient. Still, she stepped past him, a small smile playing on her lips.

She imagined herself sitting on the porch swing, watching the sunset. She found a tattered photo album in the attic, filled with pictures of their grandmother. A sense of connection to her past flowed through her.

Later, she sat down on the floor, surrounded by the remnants of a life well-lived. She felt a lightness in her chest, a feeling she'd almost forgotten. He found her there, and smiled, he knew she could make this her own.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442