“Just… breathe,” I muttered, staring at my reflection in the darkened computer screen. The fluorescent lights seemed to mock me, casting harsh shadows under my eyes. It’s been ages since I applied for this promotion.

I checked my email again. Empty. Another deep breath. I wanted to scream, to run in circles. The air in my office felt thick and suffocating.

I opened a file and closed it. I couldn't focus. This interminable waiting was unbearable. I needed to move, to do something, anything to distract myself from this slow torture.

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