"Well, now," said Thomas to himself, a new spring in his step. The photos, unearthed from a forgotten trunk, showed his uncle, the stern and humorless judge, in a series of goofy poses, dressed in outlandish costumes. This was a man he had only known as solemn and intimidating.

Thomas laughed, feeling a lightness he hadn't experienced in years. The man in the photos was a stranger and, yet, at the same time, familiar. He had always yearned to see beyond the mask. He would be free.

He found himself humming a tune as he began to sort through the other old boxes, eager to discover more secrets.

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