The car ride had been quiet, fraught with unspoken anxieties. Now, Sarah stood beside her brother, Daniel, staring at the house. Its faded façade seemed to mirror the weariness she’d been carrying.

But as she pushed open the creaking door, the gloom lifted. She inhaled deeply, relishing the scent of aged wood and forgotten memories. She moved through the rooms, visualizing each one filled with life again. The living room, a space for friends and family. The kitchen, where she would learn to cook her grandmother’s famous apple pie.

Daniel was quiet, taking it all in. Then, he looked at her. A shared glance. Later, they talked about how they would divide the chores. They would do it together. She could feel the weight on her shoulders lightening.

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