The bus rattled and groaned, inching forward with the agonizing slowness of a dying snail. Sarah gripped the strap overhead, her knuckles white. She had a concert to attend, a crucial date with someone important. She glanced at the time, which was now showing she was very late. She typed a message to her best friend, detailing the circumstances, but somehow, the message was sent to her stern, conservative grandmother. Sarah sighed, picturing the ensuing lecture on proper planning. She closed her eyes.

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