The bookstore was crammed, but her eyes zeroed in on the one book: "Eleanor Vance: A Portrait in Color." Eleanor stared, her breath catching in her throat. The cover image, a depiction of her childhood garden, was breathtaking. Her hands trembled as she opened it. The narrative was evocative, filled with insight into the woman she had become. A thrill coursed through her, a powerful urge to share this discovery with her daughter, to show her this other version of herself that was now a vibrant reality.

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