The surveyor’s laser pointer danced across the emerald lawn, tracing the proposed fence line. Harold, the overly enthusiastic homeowner, gestured with manic energy. He was convinced this fence was going to change everything.

I, for one, was not impressed. I kept my hand on my stomach, trying to suppress the laughter building there. The way he was acting! So earnest, so sure of himself.

"And just think," he announced, voice cracking slightly, "no more rogue squirrels digging up the petunias!"

I nearly lost it. I bit my lip hard, staring at the perfectly manicured lawn. I shook my head slightly as I tried to regain composure, but found myself shaking.

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