The chipped paint of the apartment walls seemed to mirror the cracks in Clara’s heart. She'd lost her job, her relationship had ended, and the future stretched before her, a desolate expanse. The worn copy of a collection of poems she'd picked up at a thrift store felt comforting in her hands. As she read, a loose piece of paper fell out. It was a sketch of a vibrant garden, filled with sunflowers and butterflies, accompanied by a small poem about embracing the beauty of nature. The image stayed in her mind, and she felt a stirring within her, a desire to move forward, to create.

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