The librarian, Mr. Evans, tugged at his collar, the stifling air of the archives pressing in on him. He'd found a forgotten entry in the town's historical records mentioning a time capsule buried in the library grounds. He'd imagined a quick search, a simple retrieval. Instead, he found himself waist-deep in a muddy hole, sifting through the earth with a trowel. He brushed a strand of wet hair from his forehead. Every scrape felt like an eternity. He checked his watch for the tenth time in as many minutes.

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