Rain lashed against the bookstore window, mirroring the tempest brewing inside Marcus. He tapped his foot, the rhythmic thump a counterpoint to the slow tick of the antique clock. He was desperate for a distraction. Stuck waiting for his date, who was always late.

He’d selected a biography on a whim, desperate to fill the interminable void. A small, stiff rectangle peeked out from between pages. He yanked it free.

It was a letter, addressed to someone named “Darling.” The words were smeared, as if the ink had been wept on. It spoke of stolen glances and unspoken affections. Marcus, in his current mood, felt a flicker of envy.

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