Sunlight streamed into Maya's apartment, illuminating dust motes dancing in the air. She sat on the floor, surrounded by her father's belongings. His favorite worn armchair, the pipe rack he meticulously crafted, and now, the small, dog-eared notebook she held. "Swim with dolphins," it read. "Build a treehouse." Maya inhaled deeply, a sensation of warmth spreading through her chest. She had the afternoon free. Tomorrow, she could start researching the treehouse. She could picture it now, high in the old oak in her backyard, a testament to a man who, even in absence, pushed her forward.

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