The shovel glinted in the late afternoon sun as Barry watched his nemesis, Kevin, struggle to dig a posthole. Kevin’s face was contorted in a grimace of effort, his usually meticulously styled hair plastered to his forehead. Barry whistled a jaunty tune, leaning against his own immaculately constructed shed.

He’d known Kevin would face difficulties with the rocky soil. He'd, of course, had no part in telling him the ground was difficult.

Barry took a long sip of his lemonade, the ice clinking softly in the glass. The air was thick with the scent of freshly cut grass, punctuated by Kevin's increasingly frustrated grunts. "Need a hand, neighbor?" he finally asked, his voice laced with a playful lilt.

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