The apology arrived on a day that had started grey and bleak. Rain lashed against the window. He was about to toss the letter in the bin, assuming it was junk mail. Then, he recognized the return address. He sat down and read the words, the rain outside forgotten. His chest filled with a strange, unfamiliar sensation. A lightness tugged at the corners of his mouth. He felt the need to stretch his arms out. He had a sudden and intense desire to eat something sweet, so he got up and started to bake.

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