He’d expected indifference, the usual sigh and a shrug from his mother when he’d asked her to look for his old art projects. Instead, she had simply nodded, and now here he was, in her dining room, staring at a stack of manila folders. His fingers itched with an eagerness he hadn't felt in years.

He ran a hand across his jaw, a nervous habit, and pulled out the first folder. It was labeled “Mark - Kindergarten.” The paper inside crinkled as he unfolded a drawing of a lopsided house with crayon-smeared windows. A wide smile took hold on his face.

The room seemed brighter, the shadows retreated. He reached for another folder, a sudden urge driving him forward. There was so much he didn't know he was carrying until this very moment.

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