The information arrived on a cold, grey morning. As she read the email, a smile broke across Amelia's face. Professor Moreau was retiring, a development that, on reflection, seemed wildly entertaining.

She imagined the chaos. The frantic scramble to secure a new advisor, the inevitable clash of personalities. She saw the irony in it all, the grand, sweeping narrative of academia, and started to laugh. She imagined her friends’ reactions and the stories that would arise. She began to draft her formal goodbye email, planning a subtly sarcastic tone. This was pure gold.

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