"Next!" the coach had bellowed. It was over. Sarah sat on the bench, watching the rest of the candidates celebrate their selections to the dance team. She felt a sting behind her eyes, but she blinked it away. The music still thumped in her chest, the rhythm a constant pulse. After everyone cleared the floor, she approached the coach and started asking questions, her questions about the specifics of the training regimen, her voice steady. A fire began to grow within her. She would be ready for next year, regardless.

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