"Kevin 'The Conqueror' Clark wants to connect." James let out a little puff of air. The memories! Kevin, who used to lord over the swingset. Now, apparently, he was seeking friendship.

He swiveled in his chair, a small smile playing on his lips. He imagined Kevin, older, likely humbled. Probably working a desk job. James took a sip of his coffee.

He clicked on the profile. He was right. Kevin looked older. He sent a single emoji back: the side-eye.

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