The caterer was late. Clara practically vibrated with a barely contained energy, pacing back and forth in front of her apartment door. This was her biggest party yet, and it was competing with a fancy cocktail night her other friend, Jessica, was holding. Every minute that passed felt like an eternity.

She re-adjusted the perfectly arranged flower bouquet on the coffee table for the tenth time. The apartment was ready, every detail meticulously planned. But without the food, everything felt incomplete. The guests would starve and leave. It was a disaster waiting to happen.

A bead of sweat trickled down her temple. The doorbell rang. Finally! She sprang toward it, her heart pounding in her chest, only to find the delivery person with the wrong order. "Wrong address!" she snapped, before slamming the door.

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