He found the note stuck to the refrigerator door: “Make sure you clean your room! We expect it to be immaculate, young man! Love, Mom & Dad xoxo.” He stared at it, a faint tremor of mirth dancing in his stomach. He was thirty-two. He was a lawyer. He had his own car, his own bank accounts, and yet, here he was.

He went to the fridge and retrieved a bottle of his mother's homemade kombucha. He hadn’t touched the stuff since high school. He took a long swig, the fizzy, vinegary taste instantly transporting him back. He couldn't help the small smile. The sheer level of control was fascinating.

Later, he found the vacuum cleaner in his room. It was running. His mother was in there, humming. He leaned against the doorframe, a laugh just below the surface.

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