The lawyer droned on, his voice a monotonous stream of legal jargon. Anya sat, shifting in her chair, unable to focus. The meeting felt like a waste of time. She had a new gallery opening to get ready for. She needed to be producing, not listening to these tedious formalities. She tapped her pen against the notepad, the rhythm growing increasingly frantic.

As she left the office, she stepped out into the bright sunlight. Across the street, a construction worker, sweat-soaked and dusty, leaned against a wall. The man lifted his arm, and Anya saw it. A perfect copy of her signature piece, “The Burning Heart,” tattooed in vibrant colors on his bicep. The blood drained from her face.

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