"B-minus," Clara whispered, the word barely audible. She traced the grade with her fingertip, a small smile playing on her lips. She hadn't even cracked the top half of the class. It was such a dramatic contrast to her usual performance that it was almost unbelievable. She felt her chest rise and fall, a subtle vibration that felt like joy.

She glanced at the professor, who was busy gathering papers. He looked so stern, so certain of his judgments. The audacity of it all was a work of art.

Clara imagined showing this to her parents. They'd probably be disappointed, but she couldn't help the feeling that this was going to be an absolutely fabulous story. A wave of lightheadedness passed over her. She thought she'd never look at the curriculum the same again.

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