The dripping faucet in the bathroom was driving Ben mad. *Drip… drip… drip…*. Each drop echoed the slow, deliberate pace of the evening. He leaned against the sink, his arms crossed. He had envisioned a relaxing evening with his wife, Amelia, after a hard day at work. Instead, he found himself waiting.

He heard the faint sounds of her coming from their bedroom, her voice murmuring a melody of unfamiliar syllables. He knew she was studying his Finnish. She was trying to learn the language to surprise him.

He slammed his hand against the counter, then ran his fingers through his hair. He wanted it all to be over. He hated this feeling.

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