A warmth bloomed in Maya's chest as her sister, Sarah, declared her intention. Sarah, usually so guarded, met Maya’s gaze, her own eyes alight with a newfound gleam. The kitchen, usually smelling of her mother's simmering stew, now seemed to sparkle, reflecting the excitement that radiated from her sister. She clasped her hands, feeling a light, fizzy tingle in her fingertips. “This is wonderful, Sarah,” she breathed, already imagining the conversations they would have, the new experiences they'd share. She reached out and squeezed Sarah's hand, a genuine smile stretching across her face.

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