“Fine,” John said, his voice clipped. He hung up the phone with unnecessary force. The insurance representative’s soothing tone had done nothing to calm him. The damn tree was down, and nothing was happening.

He grabbed a shovel from the garage, even though he knew it was pointless. He had no skills to handle such a large tree. He imagined the mountain of paperwork he’d have to file, the endless phone calls, the weeks of inconvenience.

He slammed the shovel against the trunk. The wood was solid, unyielding. He needed this fixed, finished, gone. Now.

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