The garage was a mess. Years of accumulated clutter – broken lawnmowers, paint cans, forgotten toys – filled every corner. Liam had almost given up on finding his old essays, written during the troubled years when his father was ill. His mother, bless her heart, had always been a keeper of everything, though.

He kicked a rusty can and nearly missed a cardboard box tucked under a workbench. His name was scrawled across the top, in the familiar handwriting. He opened it, his heart quickening.

The first essay was about the importance of family. He read it, and the words resonated with a newfound significance. A sudden warmth washed over him, a sensation of being both seen and loved. He sat back, utterly content, amidst the grime and the forgotten.

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