The surveyor's markings were stark against the dark trunk of the sycamore. The neighbor, a gruff construction worker named Frank, was standing beside her, hands in his pockets. He cleared his throat. "So, about this tree..."

She nodded, a slight curve forming on her lips. She could see a swimming pool, sparkling blue, reflecting the sky. Her kids were learning to swim, splashing and giggling. She could see them in the sun, happy. Frank had mentioned he might be willing to lend a hand with the landscaping.

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