The afternoon sun streamed through the window, highlighting the dust motes dancing in the air. John paced the small apartment, his steps erratic. The rhythmic ticking of the grandfather clock in the corner had turned into a relentless assault on his senses. He wanted to scream.

He'd cleared his schedule for the afternoon, eager to spend some quality time with Maria. But she had retreated to her study, immersed in a textbook he knew contained the secrets of his Spanish. He had requested she stay away during the entire afternoon.

A muffled cough emanated from the study, followed by a series of soft, struggling sounds. *"¿Cómo estás?"* John clenched his jaw. He wanted to grab the door handle and yank it open. He glanced at the clock again. He needed to be calm.

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