The family had always described Aunt Beatrice as a woman of quiet dignity and restraint. Sarah, tasked with organizing her effects, discovered this was far from the truth. The trove of old photographs told a different story.

One photo showed Aunt Beatrice, perched atop a camel, wearing a fez, while pointing at something just off-camera. She was clearly laughing, her teeth on display. Sarah burst out in a laugh.

Another one showed her in a full, bright red, flapper dress. Sarah’s eyes widened. She had never known this woman. She felt as though she had unlocked a secret.

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