The overhead light in the basement flickered erratically, casting long, dancing shadows that made Liam’s skin crawl. He ran his hand through his hair, the gesture conveying a barely contained irritation.

He pawed through the cardboard boxes, his movements impatient. Where was it? He needed to get this over with. He wanted to escape the claustrophobic space.

Then, there it was, tucked beneath a stack of old magazines. The faded ink, the familiar handwriting. He felt the weight of his father’s choices, the choices he himself now faced, suddenly pressing down on him.

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