The email lay open on David's laptop. Subject: "Welcome to 5th Grade, Class of 2024!" Beneath the heading was the name: Mr. Evans. His father had been his fifth-grade teacher. It had been the turning point in his life. David, who had always struggled with his grades, had suddenly flourished.

He forwarded the email to his son, Ben. He found himself pacing the room, feeling an unexpected burst of energy. He decided to take Ben out for ice cream, even though it was a school night.

As they sat at the table, savoring their sundaes, David felt a surge of affection for his son. "You know," he began, "Mr. Evans is a really great teacher." He wanted to tell Ben everything, but instead, just smiled.

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