The bookstore felt warm and cozy, with the scent of old paper and roasted coffee. Sarah picked up the book, “College Essays: The Best of the Best.” She flipped through the pages casually, until her eyes landed on a familiar title: "Finding My Voice Through Competitive Cheese Rolling." Her jaw dropped.

She read the opening lines, a smile blooming on her face. Her application essay. It was her, and her ridiculous experience, with all its embarrassing details. She remembered feeling self-conscious when she'd submitted it, afraid it was too weird. Now it was immortalized in print.

A small, high-pitched laugh escaped her. It was absurd, in the best possible way. The memory of the muddy field, the rolling cheese, the sheer silliness of the whole thing made her chest tighten with something akin to joy.

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