The afternoon sun cast long shadows as Mr. Peterson, the usually taciturn man next door, approached. His eyes were shadowed, but his voice was unusually soft. "We’ve been talking…" he began, nodding toward the thick-trunked elm that blocked their views.

She walked towards the tree, imagining the expansive, unobstructed vista, the panoramic view. She thought about finally installing the skylight in the living room, a project they'd had to postpone for years. The thought gave her a feeling of lightness and joy.

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