The air inside the house was still, heavy with the absence of her grandmother. Sarah took a deep breath, steeling herself. Her brother, Michael, was already walking through the rooms, assessing the damage. His usual stoicism softened.

She started looking, too, through old keepsakes. A sense of a new chapter unfolding for them. She decided to plant a garden, a place to remember and build. She began to sort through old photos.

They worked side-by-side, silent and companionable. Later, she stood in the garden, the setting sun warming her face, and smiled. Michael was right, they were going to do this.

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