The sheer incompetence of it all was… captivating. Michael observed the scene from his kitchen window. The haphazardly placed scaffolding, the tools strewn about like a child’s discarded toys, and the way Mr. Henderson kept rubbing his forehead.

He shook his head, a small laugh escaping his lips. It was almost as though the whole enterprise was a performance, a comedy written specifically for his viewing pleasure. He fetched a cup of tea.

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