The academic advisor’s office was cluttered with files and overflowing bookshelves. Ben sat in a hard wooden chair, the uncomfortable seat mirroring the uncomfortable situation he found himself in. The advisor was slowly, painstakingly, outlining the university’s plagiarism policy.

Ben tuned out the specifics, his mind racing. He had other deadlines, other obligations. He needed to resolve this, to clear his name, and move on with his life. The advisor’s slow, methodical explanation was a roadblock, a deliberate obstacle.

He shifted in his seat, the wood creaking beneath him. He felt a constant, nagging tightness in his chest. He took a deep breath, trying to calm himself. But the minutes dragged on, each one an eternity. He was ready to explode.

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