The professor’s voice, normally a soothing baritone, grated on his nerves. He tapped his pen against his notepad, the rhythmic clicking a frantic tattoo against the backdrop of the lecture. He was so ready to leave.

He felt a familiar heat rising in his chest, a boiling frustration. He wanted to stand up and shout, demanding they cut to the chase. His fingers fisted, then uncurled, a repetitive action he was unable to control.

He could feel his own pulse thudding in his ears. The information he craved felt tantalizingly out of reach, like a dropped coin rolling under a heavy piece of furniture. He simply needed to know.

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