He scrolled through the results, his breath hitching slightly. A cascade of emotion washed over him, leaving him trembling. He went outside, the world was suddenly vibrant, the sounds amplified. He found himself walking faster than usual, his feet barely touching the ground. He looked up at the sky, a wide, open expanse of blue. His thoughts raced ahead, already envisioning a future he hadn't dared to dream of before. He was headed somewhere.

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