The silence in the house, a constant companion since her father's passing, was broken. Clara stared at her nephew's picture of a small, green dragon with mismatched ears, called “Grizelda.” She remembered her imaginary friend with a smile.

A warmth spread through her chest. It was an inviting feeling, like the sun on her face after a long winter.

She went to the kitchen and made a pot of tea. The taste was familiar, comforting. She would call her mother tomorrow and maybe they would go out.

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