He paced back and forth in front of the diner, the neon sign flashing, casting an erratic glow. He checked his phone again, the seconds ticking by with agonizing slowness. He'd waited all day.

Finally, he saw her, walking towards him. He straightened, his heart hammering. He was prepared. "Emily! It's me, John!" he blurted out, the words bursting from him.

She stopped, looking at him with a puzzled expression. "John? I don't think..."

He pressed on, desperate. "Remember the ice cream shop? The summer we got lost in the woods? Our treehouse?" He felt his palms start to sweat.

She shook her head slowly. "I'm sorry, but I don't have any recollection." She began to walk past him, and he turned to watch her go, his body frozen in place. He felt a pressure building in his chest.

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