The air in the storage unit was stale and heavy, clinging to her clothes like a shroud. Sarah, wiping sweat from her brow, felt a sharp stab of annoyance. She needed to leave; the traffic was going to be awful.

She rummaged through the boxes, kicking at one when it wouldn't open. She needed to find the letter before her next appointment. She was running late.

She found the letter, tucked inside a worn leather-bound book. The words, ‘…a burden I can no longer bear…’ struck a chord of recognition, bringing a strange mix of empathy and a sudden sense of relief.

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