The dim interior of the pawn shop seemed to brighten as Alex entered. A current of pure, unadulterated sensation ran through him. He saw it right away. The ring. The one his grandfather gave his grandmother.

He approached the counter, his steps almost buoyant. The shopkeeper, a man with a kind face, looked up. "Looking for something, sir?" Alex nodded, unable to speak. His hands were clasped, and he pointed towards the case. He knew the future was on its way.

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