The tomatoes were almost ready. Sarah had been nurturing those plants for weeks, and now, *Clifford* was at it again. She slammed the screen door, the metal vibrating with the force. Her jaw clenched as she saw the red blur of the golden retriever, tail wagging, happily trampling her prize-winning beefsteak. "Oh, for crying out loud!" she muttered, hands flying up to her temples. Her breath hitched.

The dog, oblivious, was sniffing at a fallen peach. Sarah stomped across the lawn, her sandals slapping against the grass. She just wanted to harvest her tomatoes, that was all. It was not a huge ask.

She grabbed the dog's collar, her grip tight. "This is the *last* time," she hissed, barely able to control the tremor in her voice.

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