The apartment felt empty, echoing with the silence since David had left. Then, buried under a stack of old vinyl records, he found it: a small, spiral-bound notebook. His heart skipped a beat as he recognised Sarah's handwriting. He tentatively opened the first page. “Write a novel.”

He knew she had always dreamt of being an author. He closed the book, then opened it again. He needed to do something, anything, to feel connected to her. He purchased a laptop. He would start his own writing journey.

He began by compiling a list of resources.

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
-0.449
😣-0.443
S-0.442