“Please, just tell me what I did wrong!” Mark’s voice was strained, bordering on desperation. He stood before the university’s disciplinary committee, feeling like he was trapped in a slow-motion nightmare.

The panel members sat impassively, their faces betraying no emotion. The room was sterile, the lighting harsh. The silence between the pronouncements was deafening, amplified by his racing pulse. He wanted to shout, to break the oppressive calm, to demand an answer.

He shifted from foot to foot, unable to stay still. He had waited for months for this hearing, and now he felt like he was being subjected to some sort of psychological torture. He had planned to go to the movies tonight. He had to be somewhere.

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