The florist was late with the flowers. Sophie tapped her foot impatiently, the rhythmic sound echoing in the otherwise quiet shop. She had envisioned the perfect atmosphere for her intimate dinner party. The flowers, ordered months ago, were the centerpiece of the whole thing. The same evening as her cousin, Chloe,’s lavish gala.

She called the florist again. Still no answer. She felt a knot forming in her stomach. It was like everything she had planned was out of her control, and she was watching it unravel.

She rubbed her temples, trying to ward off the building headache. She glanced at the door, hoping to see a glimpse of the flower truck. Every car that passed raised her hopes, only to dash them.

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