Liam drummed his fingers on the cafe table, the rhythmic tapping a frantic counterpoint to the slow drip of the coffee machine. He'd been waiting for an hour for his friend, Maya. The air in the cafe felt thick, heavy with the aroma of stale pastries and delayed expectations. He crossed his arms, leaning back in the uncomfortable chair.

He pulled out his phone, checking it again, hoping for a message. Nothing. He sighed, the sound a frustrated puff of air. The barista, with a bored expression, slowly wiped down the counter.

Across the room, a man's bare arm caught his eye. A tattoo, a perfect rendering of the dragon Liam had painstakingly painted for his last exhibition, wrapped around the man's bicep. Liam's breath hitched. He wanted to leap across the room, demanding an explanation, a reckoning. He remained seated, frozen.

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