Aunt Mildred was at it again. This time, it was the porcelain doll collection, the one sheโ€™d sworn to leave to all of us. I snorted, hiding the noise behind a cough. She stood in the center of the living room, a diamond brooch winking on her blouse as she announced her plans.

"It's a changing world, dears, a changing world!" Her voice was breathy, punctuated by dramatic pauses. I could almost see the gears turning in her head.

I crossed my arms, feeling my lips twitch. She was expecting a tearful protest, no doubt. Instead, I leaned against the doorframe, a faint smile playing on my face. This was going to be good.

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