The chipped paint on the front door didn't bother her. Maya unlocked it, her fingers clumsy with anticipation. She stepped inside, the familiar coolness of the hallway welcoming her. She knew things wouldn't be easy, but…she could.

She wandered through the rooms, touching the surfaces, breathing in the essence of the place. She pictured herself reading by the window, cooking in the kitchen, rebuilding a routine. A quiet hum filled her. She was coming home to something that was hers.

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
-0.449
😣-0.443
S-0.442