He’d imagined the moment a hundred times: the email, the phone call, the celebratory champagne. Instead, there was the digital equivalent of a polite cough: a standard-issue rejection. Thomas reread the carefully worded critique, each sentence a small jab. He let out a chuckle, a bubbling sound that seemed to surprise even him.

He pictured the editor, a stuffy man named Bartholomew, in his mind’s eye. He imagined Bartholomew's face when he realized he'd missed out on Thomas's genius. The thought was enough to send a ripple of mirth through him.

He clicked on the “send” button to forward the rejection to his friend, adding a laughing emoji. He then swiveled around, kicking his feet up onto the desk, already thinking about the next idea.

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