A bead of sweat trickled down Sarah’s forehead as she stared at the closed doors. She let out a sigh. Her fingers drummed a frantic tattoo against the side of her briefcase. It had been nearly an hour already. She hated being late, especially when someone else was responsible.

"Anything?" she asked the man next to her, her voice tight. He shook his head. She chewed on her lip, a habit she usually kept in check. Her stomach churned. She was supposed to be picking up her daughter from school. Now, she would have to call and beg her neighbour to step in.

She walked towards the corner and slammed her palm down against the emergency call button. The automated voice, calm and unhelpful, repeated the same message as before. She spun on her heel, her frustration mounting with each tick of the silent second hand. A headache was forming. She could barely stand to be in this stifling box any longer.

She finally sat on the floor, her back against the wall, but she was unable to relax.

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