The cardboard box was dusty, tucked away in the back of the linen closet. Sarah hesitated, then pulled it out. "Mom's school days," it said, in her mother’s familiar cursive. Her fingers danced across the label.

Inside, she found a treasure trove of her mother’s childhood. The box held hand-written notes, math tests and stories. Sarah’s heart quickened as she ran a finger down her mother's neat cursive.

A warm feeling spread through her, a sense of belonging. She was not alone.

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