β€œMrs. Peterson, I have something for you,” announced her current class. They'd all ganged up, a pack of excited children. She was a bit unnerved, but she was a good teacher, so this was not entirely unexpected. They presented a large, brightly decorated box. She couldn't see the sender. She hoped it was from a current student.

She opened the box. Inside was a collection of art supplies, a large notebook, and, placed on top, a drawing. It was signed by Chloe, a student from five years ago. Chloe was a shy girl, but loved to draw. The drawing was of her, and her current students. This gave Mrs. Peterson a sense of pride. Chloe looked so happy.

She laughed, a genuine, joyful sound. The classroom brightened. She was not alone.

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