The kettle whistled, a shrill sound that grated on David's nerves. He hadn't even had his tea yet, but he was already moving about the kitchen, his feet tapping against the linoleum. He found the letter tucked within a box of his old college textbooks. It was from his younger self, addressed to his future self.

He read the first line, then the second. He sighed, the sound sharp. He didn't want to read it now, he needed to get to work. He crumpled the paper, then stopped. He smoothed it out, a wave of weariness spreading over him. He started reading again.

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