From his vantage point on the balcony, Mark scanned the park below. The sounds of a distant band drifted upward, mixing with the aroma of barbecue from a nearby grill. It was the same day as his low-key picnic, which he’d envisioned as a relaxed alternative to the loud concert his friend, David, had organized.

He gripped the railing, knuckles white. The park was filling up, but there was no sign of his friends. He imagined them, at David’s concert, having a blast. Was his picnic, with its homemade sandwiches and awkward small talk, a complete failure?

He took a deep, shaky breath, fighting the urge to sprint downstairs to confirm his fears. He checked his watch again, the second hand mocking him with its relentless motion. The sun was getting lower in the sky.

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