The airline representative was apologizing profusely, but Eleanor just couldn’t keep a straight face. Missing the charity gala, a commitment she’d dreaded for months, felt like a prank orchestrated by the universe. A gentle giggle escaped her as she accepted the complimentary meal voucher.

Her shoulders shook slightly as she walked toward the departure gate. The frantic energy of the other passengers was in stark contrast to her own quiet jubilation. She’d been dreading the small talk, the forced smiles, the obligatory speeches. Now, a whole evening, completely free.

She began compiling a mental list of things she actually wanted to do, things she’d been putting off.

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