He nearly spat out his coffee. Liam stared at the magazine, a wide grin spreading across his face. "Applying to Harvard: Essays That Worked!" It was like a cruel joke, except he wasn't particularly bothered. There, under the headline, was his name and his essay on beekeeping.

He leaned back in his chair, tapping the spine of the magazine against his chin. He had written the thing on a whim, after a particularly bad breakup, convinced it would never see the light of day. Apparently, Harvard admissions liked honey metaphors.

"Wow," he breathed, a low, rumbling sound. He’d almost forgotten the specifics, the way he’d described the queen bee as a metaphor for his controlling ex-girlfriend. He felt a warm flush creep up his neck. Oh, the irony.

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