The elderly gentleman next door, known for his early morning gardening, knocked on her door. He held a cup of coffee, his face etched with a look of, if not anger, then certainly irritation. "The polka music," he began, "it woke me up before sunrise." She covered her mouth, trying to suppress the laughter building inside. The polka music, with its relentless beat, had been a recent addition to her playlist. Perhaps she'd add a little more oom-pah next time.

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