The house felt like a heavy weight, a monument to loss. But as Eliza walked through the sun-drenched rooms, a subtle shift began to occur. A feeling of something new, something hopeful.

She started making plans, a flurry of ideas filling her mind. She envisioned opening a small bakery in the kitchen, filling the air with the scent of fresh bread. She walked the garden, considering all the options. A vibrant life was calling out to her.

Her brother, Ben, found her later, humming softly while he repaired a broken window. Their shared inheritance, once a burden, now felt like an unexpected gift, a new beginning.

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