The sound of clinking silverware grated on Clara’s nerves. She had been setting the table for the past fifteen minutes, her movements deliberate, almost violent. Each plate and fork placement felt like an act of defiance against the slow passage of time. The aroma of garlic and onions, usually a comfort, now felt like a taunt.

Across the small living room, Leo was bent over a laptop, headphones clamped to his ears. She knew he was listening to audio lessons, striving to master the complex sounds of her Croatian. She had to remind herself to breathe.

She paused, gripping the countertop for support. From the laptop, she could barely hear it. "…*dobar dan*…" He was attempting the greeting. She wanted to hurl a plate.

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