The old trunk sat in the corner of the attic, its brass clasps tarnished. Daniel’s father had passed away a year ago, and his mother was finally ready to let go of some items. He had been assigned to the task. Opening the trunk, he expected to see old photos and letters. He didn’t expect this.

Inside, nestled among faded linens, were his school assignments, from kindergarten to high school. Every story, every drawing, every test – a history of his life, carefully archived. He felt a soft buzzing in his chest, a sensation of being connected.

He picked up a drawing he remembered making, of a spaceship. A smile stretched across his face. He felt like he could do anything.

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