A tremor ran through Liam's hands as he held the album. His grandfather, a man renowned for his rigid discipline, was depicted here wearing a Hawaiian shirt and a mischievous grin. The family legend portrayed him as a man of iron will, unyielding and severe. The photos shattered that narrative.

His breath hitched. He had always felt a disconnect, a yearning for a different kind of connection with his grandfather. This discovery provided a path forward. He knew he could start asking better questions.

He reached for his phone and opened a messaging app. He felt emboldened as he typed a message to his father, "Hey Dad, got something interesting to show you..." An exhilarating feeling washed over him. He felt energized.

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