“Are you sure you don’t want to go inside one last time, Dad?” Liam asked, his brow furrowed with concern. His father, Silas, just shook his head, a mirthful glint in his eyes. He leaned against the chain-link fence, arms crossed, and watched the heavy machinery maneuver. He pointed a finger, saying, "Remember that time..." Silas launched into a series of stories, punctuated by bursts of laughter. Liam, though clearly worried, couldn’t help but smile.

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