He glared at the rusty padlock on the metal box. Alex rattled the chain again, the sound echoing in the cavernous, forgotten storage unit. He'd raced here the moment he'd found the old key. Why did he even bother writing down the combinations, if he wasn't going to be able to access the things immediately? Now, he was stuck, and the numbers were lost somewhere amongst the pages of a forgotten notebook. His knuckles tightened around the metal. “Come on, come on,” he muttered under his breath, wishing he’d just gotten straight to the point earlier.

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