Sarah adjusted her glasses, peering at the small plaque on the therapist’s door. “Dr. Damien Hayes, PhD, LPC.” Hayes, the same kid who used to steal her lunch money and call her names. A bubble of suppressed laughter seemed to rise from her belly. She clasped her hands together, a faint tremor in her fingers. This was simply too good.

Inside, Damien looked older, his hair thinner, his face etched with a look of, well, seriousness. He gestured towards the couch, a professional smile plastered on his face. She allowed herself a small, delicate cough, covering her mouth with her hand.

"So," Damien said, his voice a little too smooth, "what brings you in today?"

Sarah leaned back, considering. She crossed her legs, carefully. "Oh, you know," she began, her voice sugary sweet, "just a few minor anxieties." A tiny, almost imperceptible twitch played at her lips. This was going to be fun.

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