The wind rustled through the leaves as Isabelle spied Cooper, the border collie, exploring her yard. She ran toward him.

Isabelle called out to the dog, who happily turned to greet her. He barked playfully, as she opened the gate.

She knew she could fix this. She had to, really. She would try the fence post anchors this time. Isabelle felt a spark of determination within her. She visualized the perfect solution, and her pulse quickened with a feeling of purpose.

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