“Well, isn’t this a hoot?” Sarah declared, holding the notice up to the light. The words blurred, but she could make out the promise of “elevated living” and “unparalleled views.” She laughed, a bright, bubbly sound that echoed through her apartment.

Her apartment, with its peeling paint and mismatched furniture, offered a view of a brick wall and a distant fire escape. She looked around, at her cozy, imperfect space. The idea of the transformation gave her a feeling akin to the first sip of a cold drink on a sweltering day.

She started humming, a tune she couldn't quite place, as she walked towards the kitchen. Time to make some coffee, she decided, and perhaps call her eccentric aunt.

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