The museum was supposed to be a relaxing afternoon. Instead, Clara felt like a coiled spring. The exhibits seemed to crawl by, the descriptions lengthy and tedious. She fidgeted, her fingers twitching at her side. She wanted to *move*, to *do*.

She kept darting glances at the other visitors, their leisurely pace infuriating. She’d already zoomed past several of them, muttering apologies and excuses.

She rounded a corner and bumped into a man, scattering the brochures he held.

"Oh, I am so sorry!" she blurted out, her voice too loud in the quiet gallery.

The man looked up, and his face suddenly relaxed. He picked up his brochures, then gave her a small, knowing smile.

"Don't worry," he said. "It's the pacing. It gets to everyone."

Clara stared at him. He was right.

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