The old, battered car pulled up in front of Ms. Evans's house. It was from Jake, the kid who had almost flunked her class. He had always been a handful, but she had always believed in him. Now, there was a beat-up vehicle dropping off a gift.

It was a small, ornate birdhouse, intricately painted with scenes from his childhood, and the inscription "Thanks for not giving up". A genuine, heartfelt laugh escaped her as she examined the details.

"Well," she said, her voice filled with fondness, "that's about the nicest thing anyone has ever done for me."

Emotion: amused

Cluster: Positive / Joy
PC1 (Valence): 3.32 Positive
PC2 (Disposition): 1.25

Role in Research

This story is one of 1,000 stories generated for the emotion amused. 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 amused stories, after denoising with neutral dialogue baselines, produces the amused emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the amused vector is projected through the unembedding matrix.

Promoted:
B0.841
de0.742
l0.544
L0.527
"0.514
Suppressed:
own-0.630
😞-0.523
’-0.473
ness-0.437
urges-0.403