The bus rumbled, its engine a monotonous drone. Noah stared out the window, watching the city blur past. The bus stop was far away, the destination important. This wait felt endless. His journal had been on the desk.

His roommate, Jake, was scrolling through his phone, a picture of indifference.

Noah's voice was low, edged with suppressed fury. “Did you… did you read it, Jake?”

Jake looked up, his expression unreadable.

Noah’s fingers tightened around the worn strap of his backpack. He needed to get off the bus, needed to escape, and he needed it 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