Rain pattered against the corrugated iron of the shed, a rhythmic drumbeat accompanying Leo’s trepidation. He’d never been the sentimental type, so finding the weathered tin box in his late grandfather’s possessions surprised him. Inside, meticulously wrapped, lay a small notebook and a worn leather-bound journal. He started to read; the words flowed easily. The first entry detailed plans for building his dream treehouse, a project he'd abandoned years ago. He felt a tingle spread throughout his body, a desire to create again. Maybe he should clear out the old maple.

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