The classroom door opened, and Emily's son, Tom, emerged, his face beaming. “Mom, I love Mrs. Davies!” Emily's stomach gave a little flutter. Mrs. Davies. The very same teacher who had instilled in her a love of reading and a belief in her own abilities.

She had been dreading the start of the school year. Now, however, she felt a profound sense of… peace. She took Tom’s hand, and walked him to their car. She started planning what she could do to get involved in the class, to help her son.

At the dinner table, she helped Tom with his homework. As he tackled a particularly challenging problem, she saw a spark of resilience in him. She knew, deep down, that he was in good hands.

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