The hum of the air purifier grated on Marcus’s nerves. He crossed and uncrossed his arms, shifting in his seat. The magazines were a joke: pictures of happy families, perfect homes. He felt a throbbing sensation in his temples. He needed to get this process started.

He'd tried to come to terms with it all, but nothing ever seemed to give way. And this… this waiting was pure torture. He ran a hand over his face. He felt confined, trapped in a slow-motion film reel.

Finally, the door opened. Standing there, a welcoming smile on his face, was his former tormentor, now a therapist. An involuntary groan escaped Marcus's lips.

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