"Mom, can we go now?" Leo whined, tugging at her sleeve.

"Just a minute, honey," Maria replied, though her own irritation was bubbling close to the surface. She stared at the PTA meeting, the endless stream of announcements and updates. Her son's teacher, Mr. Miller, was a familiar face. It was the same Mr. Miller who had taught her in fifth grade, a man whose love for math always seemed to border on obsession.

She folded her arms, the action a sign of her unease. The chatter around her felt deafening. Every word, every anecdote stretched out the minutes, each one a torment. She wanted to escape, to leave the cloying atmosphere, to get this over with. She had things to do. She had other places to be.

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