The photograph felt almost electric in Eleanor's hands. Her mother, who had always spoken of her childhood as a bleak, isolated experience, was surrounded by friends. They were laughing. They were embracing. They looked happy.

Eleanor's fingers tightened around the worn paper. She felt the knot in her chest dissolve. She reached for the next photo, her eyes scanning each new image.

Her mind raced as she began to imagine a new version of her mother's life. She could, suddenly, visualize all the unseen emotions that existed. It felt like her mother was with her again.

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