"Failed? *Failed*?!" Leo repeated aloud, staring at the screen. The physics exam score, a brutal 42%, glowed menacingly. He leaned back in his chair, a chuckle bubbling in his chest. His shoulders shook slightly. It was so unexpected, so completely off-kilter.

He pictured Professor Davies' face when he graded the exams. The meticulous man, known for his harsh critiques and even harsher grading rubrics. He ran a hand over his face, as if trying to restrain the grin that threatened to explode.

He’d studied, he'd even thought he understood the material, but this was undeniably comical. He glanced around the nearly empty lecture hall, catching his own reflection in the window. He looked like he was about to burst out laughing.

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