The first thought that flashed through Ben's mind was, "Why?" He'd just woken up late, a crucial mistake when he was on call. He raced through his morning routine, his movements jerky, efficient, like a robot programmed for speed.

He had a medical emergency waiting for him. But when he rushed outside, his heart lurched. A vacant spot stared back at him. His car was gone.

He could feel the cold dread creeping up his spine. The hospital was a long way from here, especially without a vehicle. Each passing second weighed on him like lead.

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