The lawyer cleared his throat, adjusting his glasses. The two siblings, Liam and his sister, Olivia, were ready. They were used to disappointment. Their parents, pragmatic and stoic, had never indulged in sentimentality. Liam, however, felt something else building inside him.

The will was a perfunctory affair, but there was a sealed letter, for Liam.

He opened it, his hands trembling. His father had left him a workshop, filled with tools and blueprints. A note instructed him to finish the project. Liam could picture it now.

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