The university’s announcement appeared on her laptop screen in the middle of a particularly boring finance lecture. A small, involuntary sound escaped Maya. She quickly covered her mouth with her hand, suppressing a giggle that threatened to escape. The professor, Mr. Henderson, a man known for his monotone voice and even more monotone personality, continued to drone on about spreadsheets.

Her shoulders shook slightly. She found herself imagining the chaos that would ensue. The frantic meetings, the angry parents, the scrambling students. It was like a meticulously planned play was suddenly getting an unexpected rewrite, and she had a front-row seat.

She bit her lip, trying to contain the rising tide of… something. She looked at the clock. Class was almost over. The world was about to change.

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