The book on the coffee table was a constant reminder. Ethan’s gaze kept flicking towards it: *Deutsch für Anfänger*. It was open to a page with basic greetings, the letters mocking his casual approach to a quiet Sunday morning. He'd envisioned a relaxing day, a slow start to the week. Now, the anticipation of his partner’s efforts to speak his mother tongue felt like a persistent itch.

He ran a hand through his hair, a nervous gesture. He hated waiting.

From the kitchen came a hesitant voice, " *Wie geht es dir?*" Ethan winced. The pronunciation was… not quite right. He wanted to roll his eyes. He poured himself some coffee, the dark liquid a small comfort. The minutes ticked by, each moment stretching into an eternity. He sighed, then went back to the front door, looking out at the street.

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