The handwriting, a careful block style, was immediately recognizable as her own, though the ink had faded considerably. The letter, sealed with a heart-shaped sticker, was addressed to her future self. She sat down on the sofa, a warm feeling spreading through her.

The letter was full of predictions, hopes, and anxieties. There were wishes for happiness, love, and a successful career. Sheโ€™d achieved some of them, failed at others.

She smiled as she reread the ambitious life goals. It was a charming snapshot of a young woman on the cusp of adulthood. The youthful optimism made her feel something like happiness. She felt the urge to write back.

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
๐Ÿ˜ž-0.523
โ€™-0.473
ness-0.437
urges-0.403