The flickering candlelight cast dancing shadows on the walls of the old library, making the room seem even colder than it was. He was exhausted. A sleepless night and now this. Michael wanted to be anywhere else. This stupid memory.

"Are you sure the book was red?" asked David, his voice a low murmur.

Michael ran a hand through his hair, the gesture almost violent. He’d gone over this a hundred times. "Yes! Absolutely red. Not blue, not green, red!" He felt a surge of frustration.

David paused, studying the worn leather cover of the book in his hands. "It just seems… darker than I remember."

Michael took a deep breath, trying to tamp down the rising tide of exasperation.

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