"Honestly," huffed Emily, her voice rising with each word. The fallen branches, a mountain of wood, had rendered the cul-de-sac a dead end. She was trapped. Trapped! She wanted to scream.

She’d spent the last thirty minutes walking back and forth, muttering under her breath. The children needed to go to soccer practice, the dog needed to be walked, and she was late to meet her friends. Her nails tapped rapidly against her phone screen, refreshing the map app compulsively. Still no change.

She kicked at a stray twig on the ground, the sound echoing her irritation. Why was everything always such a hassle?

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