“This ring… this ring meant everything to me,” Grandma Alice sniffled, her voice catching in her throat. John shifted from one foot to the other, the polished floor cold beneath his socks. He’d already heard the story of the ring a dozen times, each telling filled with more detail than the last. He fiddled with the zipper on his jacket, making a small, repetitive noise.

Outside, the streetlights were beginning to flicker on. He had a date, a good one, and he was already late. The delay was making him feel antsy, trapped.

He swallowed hard. "Grandma, I understand. But the sale… it’s going to help with everything."

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. 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 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264