The courtroom was vast and cold, the polished wood of the judge's bench reflecting the stark fluorescent lights. It made Olivia shudder. She clenched her fists. This wait was torture. Her brother, Daniel, was leaning back, relaxed, watching the proceedings with an unnerving calm. She longed for the farm, the land, the connection to the earth that she’d always craved. She was so ready to get out of here.

The lawyer’s voice boomed. Olivia’s heart began to race.

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