The notification popped up during lunch: Ms. Chen, her art teacher, had requested to follow her on Tumblr. Amelia's hands trembled slightly as she clicked "accept." She bit her lip, a surge of something warm, something uplifting, rushing through her. For weeks, she’d been sharing her digital art, pouring her heart into each piece, afraid to be truly seen. Now, her favorite teacher was looking at her work. She imagined her classroom, the vibrant colors of paint and the smell of clay, but now it felt like a space where she could be understood. A smile bloomed on her face; she felt her cheeks beginning to hurt from the effort.

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
-0.449
😣-0.443
S-0.442