"The presentation went... well," Mark said, mimicking his professor's condescending tone. The grade at the top of the evaluation form? A resounding "D." He let out a puff of air, a short, explosive sound. His lips twitched. The carefully constructed slideshow, the rehearsed speech, the whole charade, all reduced to this. He shook his head slowly.

He began to flip through the feedback. "Lacked originality..." "Poor engagement with the audience..." He paused, his eyebrows raising. Clearly, the professor and he had been at very different presentations.

Mark found himself fighting back a smile. This would give him and his friends a good laugh for weeks. He decided he was going to turn it into a performance.

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