John sat frozen as the legal team explained the medical error. He listened. The misdiagnosis, the potential for incorrect treatment – a mix-up of patient files. The fear of months gave way to a surge of… something akin to electricity.

He got up. He had not wanted to leave his home. But today, the world had changed. He had to buy new clothes. His favorite restaurants awaited.

He felt invigorated. He looked forward to a future he had given up on.

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