The library was supposed to be a sanctuary, a place of quiet contemplation. But today, the silence was suffocating. She couldn't focus on her textbook; her thoughts were a whirlwind of anxieties. She flipped through the pages of the history book without absorbing a word. The clock on the wall seemed to taunt her, each tick a slow, deliberate jab to her nervous system.

She checked her phone again, for what felt like the hundredth time. No new emails. She tapped her pen against the table, a rapid, staccato beat.

She stood up abruptly, knocking her chair backward. It crashed to the floor with a loud thud, drawing the disapproving glances of nearby students. She muttered an apology and quickly righted the chair, her cheeks burning with shame and an overwhelming sense of frustration.

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