Sophie was charged with sorting through her grandmother’s things, a task she had approached with a heavy heart. Grandmother was a stern woman who had told Sophie she did not approve of frivolous behavior.

That all changed when she discovered a box of pictures tucked away in the back of a closet. In one, her grandmother was seated on a motorcycle. In another, she was holding a rifle, a huge smile on her face as she looked at something out of frame. Sophie's lips curled up.

Her grandmother was always so proper, and the stories were even more so. Sophie's chest felt light, almost airy. This was a grandmother she wanted to get to know.

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