He cracked his knuckles, one by one, the sound a sharp counterpoint to the gentle hum of conversation. The wait staff, with their slow, deliberate movements, seemed to exist in a different time zone. Everything felt sluggish, too slow. He felt a need to break something.

He kept adjusting his collar. He wanted to flee.

He focused on the podium, trying to visualize the words he’d prepared. They seemed distant, like a forgotten dream. The room's decorations, the meticulously chosen colors, the floral arrangements - all conspired to make him feel trapped.

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