"Mom, can I paint my nails?" Mia asked. Her voice was shy, as usual. Sarah remembered that same shyness. This time, however, a sense of lightness washed over her. Her daughter's teacher was Mrs. Peterson, the same teacher who had coaxed her out of her shell.

A smile crept across her face. "Of course, honey." She rummaged through her makeup bag, searching for the nail polish. She located the sparkling silver polish, a colour she had coveted as a child.

As she painted Mia's nails, she remembered Mrs. Peterson’s gentle encouragement, the way she made every student feel seen. She saw a flicker of confidence in Mia’s eyes as she held her hand out to admire her painted nails. The air in the room felt vibrant.

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