The excavation site was a buzz of activity, but Sarah stood apart, cradling the small, clay pot. It was a perfect sphere, remarkably well-preserved. She carefully removed the lid. Inside, tucked amongst dried leaves, was a single, perfect seed. As she examined it, the sun warmed her skin. A feeling of something akin to elation ran through her. It was as though this small object contained the potential for something extraordinary. She wanted to know what the seed was, and what it might grow into.

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