The basement air smelled of mildew and regret. Sarah bounced on the balls of her feet, her gaze flicking around the cluttered space. She clutched a mug of lukewarm coffee, fingers itching. Her phone buzzed in her pocket; it was a text from her friend asking if she could hang out. She looked at the boxes of assignments. She responded no, knowing the truth. She wanted to escape this chore.

She unfolded a carefully preserved art project – a clay pot, covered in childish fingerprints. A sigh escaped her lips. This was just… too much. She forced herself to sit down, the metal chair digging into her back. The time to finish the job would never come quickly enough.

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