The rain lashed against the windows of the airport, mirroring the storm brewing inside Elias. The concert, the one he had been planning to see for months, was this evening. He was going to meet his best friend, who he hadn't seen in years. He swiped away the frustration. He saw a charging station and went toward it. He needed to find a way to make it. He was already composing the celebratory text message, imagining himself singing along with the band. He started to text his friend, setting up a new meeting point, just in case.

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