She had felt so lost, like a stranger in her own home. But, last night, she found a textbook on the kitchen counter. Mandarin. His native language.

This morning, she walked into their shared office. He was sitting at his desk, and when he looked up, his face was flushed. "Ni hao," he stammered, his eyes filled with a new light.

A smile crept across her face. The knot in her stomach began to loosen. She walked toward him, a lightness in her step. This was… promising.

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