The essay grade was scrawled at the top of the page in red ink, a glaring beacon of failure. Sarah took a deep breath, trying to calm her racing pulse. She scanned the professor's notes, the comments brief, dismissive. She had poured her heart into the essay, spending days researching, crafting each sentence with care. The more she read, the more her jaw clenched. She felt a knot forming in her stomach. She needed a clear explanation. Now. She wanted to yell at the professor. She wanted to fix this. She needed to understand why her work had been so utterly disregarded.

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