The traffic jam was a nightmare. Alex slammed his fist against the steering wheel. He’d be late. Late, late, late. He could feel the pressure building, a tightening in his chest. His foot kept hitting the accelerator, though he knew it wouldn't help.

He switched the radio on, then off. He changed the station. He fiddled with the air conditioning. Each action yielded nothing, and amplified the mounting sense of frustration.

He saw the car beside him, the driver clenching his jaw, his hands gripping the steering wheel so hard his knuckles were white. The man was glancing at his watch every few seconds.

Their eyes met, and they both sighed.

"This is awful," Alex called out the window, his voice strained.

The man rolled down his window. "Tell me about it. Is this you first time?"

Alex stared at him, bewildered.

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