The phone rang. It was the school. His daughter, Sofia, was assigned to Mrs. Chen. A feeling of lightness filled his chest. Mrs. Chen, who had been such a good influence.

That evening, he baked cookies with Sofia. He wanted to make a special treat. He felt his anxiety, which had been plaguing him lately, fade away.

He knew his daughter would be safe. He felt like they both were. He found himself smiling at her, a genuinely easy smile.

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
不-0.449
😣-0.443
S-0.442