The bustling marketplace was a familiar comfort to Zara. She had made a deal with her mentor, old man Hemlock, to take his booth over, the very same day. Today was her day, and she felt ready to work on her own. She was ready to take on the world.

She arrived at the booth, her heart thrumming, only to find the booth empty. The old man was gone. A note was pinned to the awning: "Sold. Farewell." She surveyed the scene and took a deep breath. She smiled. She knew she could make this work.

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