The box smelled of old roses. Thomas carefully unfolded the letter. His grandfather, a stoic man who rarely spoke of the past, had left this behind. It was a letter of resignation, typed on heavy paper, the ink still a deep, rich black. It was the letter of a man walking away from everything he had known, to embark on an uncertain future.

Thomas felt a surge of energy. This wasn't the image of his grandfather he had. This was a man of action. He ran his hand over the paper, feeling a thrilling sensation. He felt suddenly free of the restrictions that had held him back.

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