Sweat beaded on Elara's forehead as she paced the gallery, the polished floor reflecting the harsh glare of the overhead lights. She kept glancing at her watch, the seconds ticking by with agonizing slowness. Another viewing, another chance for the exposure she craved. She chewed the inside of her cheek, a familiar nervous habit. The opening was already fifteen minutes late.

Finally, the gallery owner, Mr. Harding, a man whose smile always seemed strained, appeared. “They're running a bit behind,” he said, his voice smooth as silk. Elara's jaw clenched. "Of course," she muttered under her breath.

The crowd began to trickle in, a sea of faces she couldn't immediately place. Then she saw it. A woman, a young woman with a delicate neck, sporting a large tattoo on her upper arm. It was *her* work – the sprawling floral design she'd spent months perfecting. Rage, sharp and bitter, flared within her.

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