The line snaked out the door, a cruel, winding serpent of hungry people. Liam, however, felt a different kind of hunger gnawing at him, a ravenous need for confirmation. He’d seen the post, the dreaded announcement. Closing. Forever.

He jammed his hands deeper in his pockets, fists clenched. The queue shuffled forward a millimeter at a time. Sweat beaded on his forehead. The sun beat down relentlessly.

He glanced at his watch for the tenth time in as many minutes. Each passing second amplified the dread, the feeling of missing out on something precious, something irreplaceable.

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