The sunlight streaming through the window felt inadequate, barely touching the corners of the cluttered study. Michael sighed, a frustrated puff of air. He’d promised to help his sister with the house hunt. Now, sifting through his mother's belongings, time was slipping away.

He slammed the lid of the jewelry box shut, a metallic clang echoing in the room. The letter he sought was not in the expected locations. His gaze darted around the room, taking in the chaotic pile of papers and forgotten keepsakes.

He wanted to be done. His fingers drummed restlessly against the surface of a small, wooden desk. Finally, he spotted it, tucked inside a leather-bound journal. The draft letter was penned in a bold hand, almost aggressive in its certainty.

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