The news broke like a dam bursting. Liam, checking his emails, found a compilation of evidence, meticulously comparing his stories with those of the revered novelist, Seraphina Bellweather. He let out a silent laugh, his shoulders shaking. He reached for his phone, and thought of his old friend, who had always hated Bellweather’s work, and the calls he could make. He knew that the world would be shocked. Liam found it hilariously appropriate.

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