“Well, isn’t this a fine kettle of fish,” Michael muttered, leaning against the now-empty space where his vintage convertible usually resided. His shoulders shook slightly as he fumbled for his keys, then checked his pockets again. He couldn't help the small chortle that bubbled up as he finally accepted the reality.

He imagined the look on the property manager’s face – the self-righteous indignation. He'd been warned about parking on the grass. The irony of it all! He pulled out his phone, already planning a playful text to his neighbor, Sarah. This was certainly a story he could get mileage out of.

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