He glared at the unopened pet carrier sitting by the front door. The empty space was a physical manifestation of his restlessness. The adoption event was in twenty minutes. His roommate, Ben, was still reading in the armchair, a book serving as an effective barrier against the puppy he so desperately wanted. “Are you ready?” he asked, his voice tight. Ben slowly turned a page. The slow, deliberate turn was a personal affront. The seconds were dragging by, and the opportunity of a lifetime was dwindling with each passing moment.

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