The news hit David like a playful shove. Professor Singh was leaving. He blinked, re-reading the email. The news brought a spring to his step as he walked across campus.

The man had been a whirlwind of contradictory advice and impossible expectations. The end of the era meant a new beginning. He saw the prospect of an advisor who was more aligned with his research interests. He imagined the reaction of his fellow students, the collective sigh of relief. He felt an urge to skip, and almost did. This was simply wonderful.

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