He stared at the blank screen, the cursor blinking accusingly. The deadline loomed, a monstrous shadow over his productivity. The final edits of the novel should have been complete yesterday. He hated the uncertainty, the slow dance of progress.

His phone vibrated. A message from his agent: "Good news! Potential publisher is very excited. When can you deliver the final draft?" He groaned.

His gaze flicked to the stack of research papers on his desk. He hadn’t even started the final chapter. He’d become paralyzed and didn’t want to see the end. He scrubbed a hand over his face. He felt trapped.

He got up and began pacing, the tight knot in his stomach growing tighter. The tension was making him want to scream.

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