The parcel arrived unannounced, containing a leather-bound volume titled "William Ashworth: A Life in Shadows." William held the book in his hands, his gaze fixed on the gold lettering. The mystery of its existence sparked something within him. He started reading, his initial skepticism fading as the words painted a picture of his life, his hidden struggles, his silent victories. A wave of exhilaration flooded him. He finally had to leave the world of shadows, to step into the light that this book had created for him.

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