The bus crawled forward, inching through the city traffic. Sarah slumped against the window, the rhythmic bumps and jolts doing little to soothe her frazzled nerves. She was late for her doctor's appointment. The bus ride felt endless.

She turned to David, who was reading. "David, did you ever go to Camp Whispering Pines?" she asked, her voice sharp.

David looked up. "Yeah! My family always sent me there. Did you go?"

"Yes," she replied. She knew what was coming. "Remember the slow hikes? They seemed to never end."

David nodded. "The ones with the nature quizzes? The walks were so slow..."

Sarah groaned inwardly and slunk into her seat.

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