"Well, well, well," I murmured, the sound muffled by a rising chuckle. The driver had finished, and was now staring at me with a look of, if I may, slight embarrassment. I couldn't help it. The whole situation was too ridiculous.

I started laughing out loud, which only seemed to make the driver even more uncomfortable. I waved as they drove away. This was the start of an excellent story, I knew it. The day was already a success.

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