I blinked back tears as I listened to the coach announce the final selections. My name wasn't called. I felt a wave of sadness wash over me, but it quickly receded. I straightened my shoulders, the familiar ache in my muscles a reminder of the hours I'd put in. I knew what I had to do. I smiled at my friend, gave him a pat on the back, and started toward the exit. The field beckoned. I would find a way to make it.

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