The bus crawled forward, inching through the city traffic. Each red light was another hurdle, another delay. She clutched her backpack tightly, her knuckles white. She had checked the application portal before leaving home, and there was still nothing. Each passing minute was a fresh assault to her nerves.

She watched the other passengers, everyone seemingly calm and unconcerned, and felt a surge of resentment. She drummed her fingers against her thigh, a nervous, agitated rhythm. The engine of the bus roared, and she flinched.

When the bus finally reached her stop, she practically leaped off, her legs carrying her forward at a rapid pace. She needed to know. The anticipation was making her feel sick.

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