“So, you claim you were unaware…?” Professor Davies’ voice dripped with skepticism. Sarah gripped the edge of the desk so hard her knuckles were bone-white. The professor’s slow, deliberate questions were designed to wear her down.

She swallowed, the lump in her throat making it difficult to answer. She needed to be heard, she needed to be believed. But the professor’s drawn-out questioning made her feel cornered. The air in the office was thick and stale, the scent of old books and unspoken accusations filling her lungs.

She shifted in her seat, legs crossed. She glanced at the clock on the wall, a digital display that seemed to mock her with each passing second. She needed to leave. She had a meeting. Her heart was beating fast.

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