Rain lashed against the windows, mirroring the chaotic state of Liam’s apartment. He’d just come home, anticipating a quiet evening of video games, but the apartment crackled with an unseen energy. He heard snippets of something, a melody of his native tongue, barely audible from the bedroom. Curious, he inched closer, listening intently.

The door was ajar. Inside, he saw Chloe perched on the bed, her face illuminated by the warm glow of her laptop screen. She was practicing pronunciation exercises, her tongue occasionally stumbling over the unfamiliar sounds. A giggle escaped her lips after a particularly bad attempt.

Liam leaned against the doorframe, hands shoved in his pockets, a playful smirk playing across his face. He watched her for a moment, silently marveling at the effort she was putting in. It was utterly charming, and he couldn’t resist the urge to tease. "Well, that sounded… spirited," he said, stepping into the room.

Chloe yelped and slammed the laptop shut. Her cheeks flushed a delightful crimson.

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